Awesome Python

Hand-picked awesome Python libraries and frameworks, organised by category 🐍

Interactive version: www.awesomepython.org

Updated 11 Jun 2024

Categories

• Newly Created Repositories - Awesome Python is regularly updated, and this category lists the most recently created GitHub repositories from all the other repositories here (10 repos)
• Code Quality - Code quality tooling: linters, formatters, pre-commit hooks, unused code removal (17 repos)
• Crypto and Blockchain - Cryptocurrency and blockchain libraries: trading bots, API integration, Ethereum virtual machine, solidity (13 repos)
• Data - General data libraries: data processing, serialisation, formats, databases, SQL, connectors, web crawlers, data generation/augmentation/checks (100 repos)
• Debugging - Debugging and tracing tools (9 repos)
• Diffusion Text to Image - Text-to-image diffusion model libraries, tools and apps for generating images from natural language (41 repos)
• Finance - Financial and quantitative libraries: investment research tools, market data, algorithmic trading, backtesting, financial derivatives (31 repos)
• Game Development - Game development tools, engines and libraries (6 repos)
• GIS - Geospatial libraries: raster and vector data formats, interactive mapping and visualisation, computing frameworks for processing images, projections (29 repos)
• Graph - Graphs and network libraries: network analysis, graph machine learning, visualisation (6 repos)
• GUI - Graphical user interface libraries and toolkits (8 repos)
• Jupyter - Jupyter and JupyterLab and Notebook tools, libraries and plugins (24 repos)
• LLMs and ChatGPT - Large language model and GPT libraries and frameworks: auto-gpt, agents, QnA, chain-of-thought workflows, API integations. Also see the Natural Language Processing category for crossover (245 repos)
• Math and Science - Mathematical, numerical and scientific libraries (22 repos)
• Machine Learning - General - General and classical machine learning libraries. See below for other sections covering specialised ML areas (154 repos)
• Machine Learning - Deep Learning - Machine learning libraries that cross over with deep learning in some way (72 repos)
• Machine Learning - Interpretability - Machine learning interpretability libraries. Covers explainability, prediction explainations, dashboards, understanding knowledge development in training (19 repos)
• Machine Learning - Ops - MLOps tools, frameworks and libraries: intersection of machine learning, data engineering and DevOps; deployment, health, diagnostics and governance of ML models (44 repos)
• Machine Learning - Reinforcement - Machine learning libraries and toolkits that cross over with reinforcement learning in some way: agent reinforcement learning, agent environemnts, RLHF (22 repos)
• Machine Learning - Time Series - Machine learning and classical timeseries libraries: forecasting, seasonality, anomaly detection, econometrics (19 repos)
• Natural Language Processing - Natural language processing libraries and toolkits: text processing, topic modelling, tokenisers, chatbots. Also see the LLMs and ChatGPT category for crossover (82 repos)
• Packaging - Python packaging, dependency management and bundling (28 repos)
• Pandas - Pandas and dataframe libraries: data analysis, statistical reporting, pandas GUIs, pandas performance optimisations (24 repos)
• Performance - Performance, parallelisation and low level libraries (28 repos)
• Profiling - Memory and CPU/GPU profiling tools and libraries (11 repos)
• Security - Security related libraries: vulnerability discovery, SQL injection, environment auditing (14 repos)
• Simulation - Simulation libraries: robotics, economic, agent-based, traffic, physics, astronomy, chemistry, quantum simulation. Also see the Maths and Science category for crossover (28 repos)
• Study - Miscellaneous study resources: algorithms, general resources, system design, code repos for textbooks, best practices, tutorials (55 repos)
• Template - Template tools and libraries: cookiecutter repos, generators, quick-starts (8 repos)
• Terminal - Terminal and console tools and libraries: CLI tools, terminal based formatters, progress bars (15 repos)
• Testing - Testing libraries: unit testing, load testing, acceptance testing, code coverage, browser automation, plugins (24 repos)
• Typing - Typing libraries: static and run-time type checking, annotations (12 repos)
• Utility - General utility libraries: miscellaneous tools, linters, code formatters, version management, package tools, documentation tools (195 repos)
• Vizualisation - Vizualisation tools and libraries. Application frameworks, 2D/3D plotting, dashboards, WebGL (33 repos)
• Web - Web related frameworks and libraries: webapp servers, WSGI, ASGI, asyncio, HTTP, REST, user management (57 repos)

Newly Created Repositories

Awesome Python is regularly updated, and this category lists the most recently created GitHub repositories from all the other repositories here.

1. naklecha/llama3-from-scratch ⭐ 10,094
   llama3 implementation one matrix multiplication at a time

2. codium-ai/cover-agent ⭐ 3,816
   CodiumAI Cover-Agent: An AI-Powered Tool for Automated Test Generation and Code Coverage Enhancement! 💻🤖🧪🐞
   🔗 www.codium.ai

3. blealtan/efficient-kan ⭐ 3,254
   An efficient pure-PyTorch implementation of Kolmogorov-Arnold Network (KAN).

4. google-research/timesfm ⭐ 2,811
   TimesFM (Time Series Foundation Model) is a pretrained time-series foundation model developed by Google Research for time-series forecasting.
   🔗 research.google/blog/a-decoder-only-foundation-model-for-time-series-forecasting

5. cohere-ai/cohere-toolkit ⭐ 2,299
   Cohere Toolkit is a collection of prebuilt components enabling users to quickly build and deploy RAG applications.

6. mistralai/mistral-finetune ⭐ 2,225
   A light-weight codebase that enables memory-efficient and performant finetuning of Mistral's models. It is based on LoRA.

7. pydantic/logfire ⭐ 1,482
   Uncomplicated Observability for Python and beyond! 🪵🔥
   🔗 docs.pydantic.dev/logfire

8. thudm/CogVLM2 ⭐ 1,267
   GPT4V-level open-source multi-modal model based on Llama3-8B

9. likejazz/llama3.np ⭐ 900
   llama3.np is a pure NumPy implementation for Llama 3 model.

10. eureka-research/DrEureka ⭐ 713
    Official Repository for "DrEureka: Language Model Guided Sim-To-Real Transfer" (RSS 2024)
    🔗 eureka-research.github.io/dr-eureka

Code Quality

Code quality tooling: linters, formatters, pre-commit hooks, unused code removal.

1. psf/black ⭐ 37,638
   The uncompromising Python code formatter
   🔗 black.readthedocs.io/en/stable

2. astral-sh/ruff ⭐ 27,860
   An extremely fast Python linter and code formatter, written in Rust.
   🔗 docs.astral.sh/ruff

3. google/yapf ⭐ 13,667
   A formatter for Python files

4. pre-commit/pre-commit ⭐ 12,256
   A framework for managing and maintaining multi-language pre-commit hooks.
   🔗 pre-commit.com

5. sqlfluff/sqlfluff ⭐ 7,325
   A modular SQL linter and auto-formatter with support for multiple dialects and templated code.
   🔗 www.sqlfluff.com

6. pycqa/isort ⭐ 6,342
   A Python utility / library to sort imports.
   🔗 pycqa.github.io/isort

7. davidhalter/jedi ⭐ 5,701
   Awesome autocompletion, static analysis and refactoring library for python
   🔗 jedi.readthedocs.io

8. pycqa/pylint ⭐ 5,166
   It's not just a linter that annoys you!
   🔗 pylint.readthedocs.io/en/latest

9. asottile/pyupgrade ⭐ 3,370
   A tool (and pre-commit hook) to automatically upgrade syntax for newer versions of the language.

10. pycqa/flake8 ⭐ 3,312
    flake8 is a python tool that glues together pycodestyle, pyflakes, mccabe, and third-party plugins to check the style and quality of some python code.
    🔗 flake8.pycqa.org

11. jendrikseipp/vulture ⭐ 3,135
    Find dead Python code

12. wemake-services/wemake-python-styleguide ⭐ 2,449
    The strictest and most opinionated python linter ever!
    🔗 wemake-python-styleguide.rtfd.io

13. codespell-project/codespell ⭐ 1,781
    check code for common misspellings

14. python-lsp/python-lsp-server ⭐ 1,723
    Fork of the python-language-server project, maintained by the Spyder IDE team and the community

15. sourcery-ai/sourcery ⭐ 1,493
    Instant AI code reviews
    🔗 sourcery.ai

16. akaihola/darker ⭐ 617
    Apply black reformatting to Python files only in regions changed since a given commit. For a practical usage example, see the blog post at https://dev.to/akaihola/improving-python-code-incrementally-3f7a
    🔗 pypi.org/project/darker

17. tconbeer/sqlfmt ⭐ 354
    sqlfmt formats your dbt SQL files so you don't have to
    🔗 sqlfmt.com

Crypto and Blockchain

Cryptocurrency and blockchain libraries: trading bots, API integration, Ethereum virtual machine, solidity.

1. ccxt/ccxt ⭐ 31,703
   A JavaScript / TypeScript / Python / C# / PHP cryptocurrency trading API with support for more than 100 bitcoin/altcoin exchanges
   🔗 docs.ccxt.com

2. freqtrade/freqtrade ⭐ 26,030
   Free, open source crypto trading bot
   🔗 www.freqtrade.io

3. crytic/slither ⭐ 5,092
   Static Analyzer for Solidity and Vyper
   🔗 blog.trailofbits.com/2018/10/19/slither-a-solidity-static-analysis-framework

4. ethereum/web3.py ⭐ 4,855
   A python interface for interacting with the Ethereum blockchain and ecosystem.
   🔗 web3py.readthedocs.io

5. ethereum/consensus-specs ⭐ 3,467
   Ethereum Proof-of-Stake Consensus Specifications

6. cyberpunkmetalhead/Binance-volatility-trading-bot ⭐ 3,361
   This is a fully functioning Binance trading bot that measures the volatility of every coin on Binance and places trades with the highest gaining coins If you like this project consider donating though the Brave browser to allow me to continuously improve the script.

7. ethereum/py-evm ⭐ 2,210
   A Python implementation of the Ethereum Virtual Machine
   🔗 py-evm.readthedocs.io/en/latest

8. bmoscon/cryptofeed ⭐ 2,110
   Cryptocurrency Exchange Websocket Data Feed Handler

9. binance/binance-public-data ⭐ 1,382
   Details on how to get Binance public data

10. ofek/bit ⭐ 1,213
    Bitcoin made easy.
    🔗 ofek.dev/bit

11. man-c/pycoingecko ⭐ 1,034
    Python wrapper for the CoinGecko API

12. palkeo/panoramix ⭐ 768
    Ethereum decompiler

13. dylanhogg/awesome-crypto ⭐ 66
    A list of awesome crypto and blockchain projects
    🔗 www.awesomecrypto.xyz

Data

General data libraries: data processing, serialisation, formats, databases, SQL, connectors, web crawlers, data generation/augmentation/checks.

1. scrapy/scrapy ⭐ 51,375
   Scrapy, a fast high-level web crawling & scraping framework for Python.
   🔗 scrapy.org

2. apache/spark ⭐ 38,662
   Apache Spark - A unified analytics engine for large-scale data processing
   🔗 spark.apache.org

3. getredash/redash ⭐ 25,209
   Make Your Company Data Driven. Connect to any data source, easily visualize, dashboard and share your data.
   🔗 redash.io

4. jaidedai/EasyOCR ⭐ 22,508
   Ready-to-use OCR with 80+ supported languages and all popular writing scripts including Latin, Chinese, Arabic, Devanagari, Cyrillic and etc.
   🔗 www.jaided.ai

5. mindsdb/mindsdb ⭐ 21,794
   The platform for customizing AI from enterprise data
   🔗 mindsdb.com

6. qdrant/qdrant ⭐ 18,499
   Qdrant - High-performance, massive-scale Vector Database for the next generation of AI. Also available in the cloud https://cloud.qdrant.io/
   🔗 qdrant.tech

7. joke2k/faker ⭐ 17,234
   Faker is a Python package that generates fake data for you.
   🔗 faker.readthedocs.io

8. humansignal/label-studio ⭐ 17,005
   Label Studio is an open source data labeling tool. It lets you label data types like audio, text, images, videos, and time series with a simple and straightforward UI and export to various model formats.
   🔗 labelstud.io

9. binux/pyspider ⭐ 16,382
   A Powerful Spider(Web Crawler) System in Python.
   🔗 docs.pyspider.org

10. twintproject/twint ⭐ 15,617
    An advanced Twitter scraping & OSINT tool written in Python that doesn't use Twitter's API, allowing you to scrape a user's followers, following, Tweets and more while evading most API limitations.

11. airbytehq/airbyte ⭐ 14,523
    The leading data integration platform for ETL / ELT data pipelines from APIs, databases & files to data warehouses, data lakes & data lakehouses. Both self-hosted and Cloud-hosted.
    🔗 airbyte.com

12. apache/arrow ⭐ 13,753
    Apache Arrow is a multi-language toolbox for accelerated data interchange and in-memory processing
    🔗 arrow.apache.org

13. tiangolo/sqlmodel ⭐ 13,351
    SQL databases in Python, designed for simplicity, compatibility, and robustness.
    🔗 sqlmodel.tiangolo.com

14. chroma-core/chroma ⭐ 12,988
    the AI-native open-source embedding database
    🔗 www.trychroma.com

15. redis/redis-py ⭐ 12,346
    Redis Python client

16. coleifer/peewee ⭐ 10,900
    a small, expressive orm -- supports postgresql, mysql, sqlite and cockroachdb
    🔗 docs.peewee-orm.com

17. s0md3v/Photon ⭐ 10,599
    Incredibly fast crawler designed for OSINT.

18. avaiga/taipy ⭐ 9,462
    Turns Data and AI algorithms into production-ready web applications in no time.
    🔗 www.taipy.io

19. sqlalchemy/sqlalchemy ⭐ 9,023
    The Database Toolkit for Python
    🔗 www.sqlalchemy.org

20. simonw/datasette ⭐ 9,019
    An open source multi-tool for exploring and publishing data
    🔗 datasette.io

21. bigscience-workshop/petals ⭐ 8,795
    🌸 Run LLMs at home, BitTorrent-style. Fine-tuning and inference up to 10x faster than offloading
    🔗 petals.dev

22. yzhao062/pyod ⭐ 8,066
    A Comprehensive and Scalable Python Library for Outlier Detection (Anomaly Detection)
    🔗 pyod.readthedocs.io

23. voxel51/fiftyone ⭐ 6,881
    The open-source tool for building high-quality datasets and computer vision models
    🔗 fiftyone.ai

24. gristlabs/grist-core ⭐ 6,454
    Grist is the evolution of spreadsheets.
    🔗 www.getgrist.com

25. alirezamika/autoscraper ⭐ 6,019
    A Smart, Automatic, Fast and Lightweight Web Scraper for Python

26. kaggle/kaggle-api ⭐ 5,984
    Official Kaggle API

27. tobymao/sqlglot ⭐ 5,846
    Python SQL Parser and Transpiler
    🔗 sqlglot.com

28. madmaze/pytesseract ⭐ 5,604
    A Python wrapper for Google Tesseract

29. vi3k6i5/flashtext ⭐ 5,560
    Extract Keywords from sentence or Replace keywords in sentences.

30. airbnb/knowledge-repo ⭐ 5,447
    A next-generation curated knowledge sharing platform for data scientists and other technical professions.

31. facebookresearch/AugLy ⭐ 4,913
    A data augmentations library for audio, image, text, and video.
    🔗 ai.facebook.com/blog/augly-a-new-data-augmentation-library-to-help-build-more-robust-ai-models

32. jazzband/tablib ⭐ 4,542
    Python Module for Tabular Datasets in XLS, CSV, JSON, YAML, &c.
    🔗 tablib.readthedocs.io

33. superduperdb/superduperdb ⭐ 4,452
    🔮 SuperDuperDB: Bring AI to your database! Build, deploy and manage any AI application directly with your existing data infrastructure, without moving your data. Including streaming inference, scalable model training and vector search.
    🔗 superduperdb.com

34. ibis-project/ibis ⭐ 4,394
    Ibis is a Python library that provides a lightweight, universal interface for data wrangling. It helps Python users explore and transform data of any size, stored anywhere.
    🔗 ibis-project.org

35. lk-geimfari/mimesis ⭐ 4,321
    Mimesis is a robust data generator for Python that can produce a wide range of fake data in multiple languages.
    🔗 mimesis.name

36. amundsen-io/amundsen ⭐ 4,312
    Amundsen is a metadata driven application for improving the productivity of data analysts, data scientists and engineers when interacting with data.
    🔗 www.amundsen.io/amundsen

37. mongodb/mongo-python-driver ⭐ 4,066
    PyMongo - the Official MongoDB Python driver
    🔗 pymongo.readthedocs.io

38. andialbrecht/sqlparse ⭐ 3,613
    A non-validating SQL parser module for Python

39. jmcnamara/XlsxWriter ⭐ 3,523
    A Python module for creating Excel XLSX files.
    🔗 xlsxwriter.readthedocs.io

40. giskard-ai/giskard ⭐ 3,482
    🐢 Open-Source Evaluation & Testing for LLMs and ML models
    🔗 docs.giskard.ai

41. deepchecks/deepchecks ⭐ 3,448
    Deepchecks: Tests for Continuous Validation of ML Models & Data. Deepchecks is a holistic open-source solution for all of your AI & ML validation needs, enabling to thoroughly test your data and models from research to production.
    🔗 docs.deepchecks.com/stable

42. run-llama/llama-hub ⭐ 3,416
    A library of data loaders for LLMs made by the community -- to be used with LlamaIndex and/or LangChain
    🔗 llamahub.ai

43. rom1504/img2dataset ⭐ 3,366
    Easily turn large sets of image urls to an image dataset. Can download, resize and package 100M urls in 20h on one machine.

44. praw-dev/praw ⭐ 3,349
    PRAW, an acronym for "Python Reddit API Wrapper", is a python package that allows for simple access to Reddit's API.
    🔗 praw.readthedocs.io

45. lancedb/lancedb ⭐ 3,316
    Developer-friendly, serverless vector database for AI applications. Easily add long-term memory to your LLM apps!
    🔗 lancedb.github.io/lancedb

46. pyeve/cerberus ⭐ 3,118
    Lightweight, extensible data validation library for Python
    🔗 python-cerberus.org

47. datafold/data-diff ⭐ 2,903
    Compare tables within or across databases
    🔗 docs.datafold.com

48. zoomeranalytics/xlwings ⭐ 2,872
    xlwings is a Python library that makes it easy to call Python from Excel and vice versa. It works with Excel on Windows and macOS as well as with Google Sheets and Excel on the web.
    🔗 www.xlwings.org

49. pallets/itsdangerous ⭐ 2,849
    Safely pass trusted data to untrusted environments and back.
    🔗 itsdangerous.palletsprojects.com

50. goldsmith/Wikipedia ⭐ 2,835
    A Pythonic wrapper for the Wikipedia API
    🔗 wikipedia.readthedocs.org

51. docarray/docarray ⭐ 2,811
    Represent, send, store and search multimodal data
    🔗 docs.docarray.org

52. awslabs/amazon-redshift-utils ⭐ 2,723
    Amazon Redshift Utils contains utilities, scripts and view which are useful in a Redshift environment

53. sqlalchemy/alembic ⭐ 2,541
    A database migrations tool for SQLAlchemy.

54. pathwaycom/pathway ⭐ 2,455
    Python ETL framework for stream processing, real-time analytics, LLM pipelines, and RAG.
    🔗 pathway.com

55. kayak/pypika ⭐ 2,404
    PyPika is a python SQL query builder that exposes the full richness of the SQL language using a syntax that reflects the resulting query. PyPika excels at all sorts of SQL queries but is especially useful for data analysis.
    🔗 pypika.readthedocs.io/en/latest

56. pynamodb/PynamoDB ⭐ 2,388
    A pythonic interface to Amazon's DynamoDB
    🔗 pynamodb.readthedocs.io

57. emirozer/fake2db ⭐ 2,265
    Generate fake but valid data filled databases for test purposes using most popular patterns(AFAIK). Current support is sqlite, mysql, postgresql, mongodb, redis, couchdb.

58. rapidai/RapidOCR ⭐ 2,223
    Awesome OCR multiple programing languages toolkits based on ONNXRuntime, OpenVION and PaddlePaddle.
    🔗 rapidai.github.io/rapidocrdocs

59. uqfoundation/dill ⭐ 2,186
    serialize all of Python
    🔗 dill.rtfd.io

60. sdv-dev/SDV ⭐ 2,178
    Synthetic data generation for tabular data
    🔗 docs.sdv.dev/sdv

61. accenture/AmpliGraph ⭐ 2,102
    Python library for Representation Learning on Knowledge Graphs https://docs.ampligraph.org

62. graphistry/pygraphistry ⭐ 2,081
    PyGraphistry is a Python library to quickly load, shape, embed, and explore big graphs with the GPU-accelerated Graphistry visual graph analyzer

63. samuelcolvin/arq ⭐ 1,989
    Fast job queuing and RPC in python with asyncio and redis.
    🔗 arq-docs.helpmanual.io

64. dlt-hub/dlt ⭐ 1,861
    data load tool (dlt) is an open source Python library that makes data loading easy 🛠️
    🔗 dlthub.com/docs

65. sfu-db/connector-x ⭐ 1,830
    Fastest library to load data from DB to DataFrames in Rust and Python
    🔗 sfu-db.github.io/connector-x

66. agronholm/sqlacodegen ⭐ 1,761
    Automatic model code generator for SQLAlchemy

67. uber/petastorm ⭐ 1,759
    Petastorm library enables single machine or distributed training and evaluation of deep learning models from datasets in Apache Parquet format. It supports ML frameworks such as Tensorflow, Pytorch, and PySpark and can be used from pure Python code.

68. aio-libs/aiomysql ⭐ 1,711
    aiomysql is a library for accessing a MySQL database from the asyncio
    🔗 aiomysql.rtfd.io

69. milvus-io/bootcamp ⭐ 1,678
    Dealing with all unstructured data, such as reverse image search, audio search, molecular search, video analysis, question and answer systems, NLP, etc.
    🔗 milvus.io

70. aminalaee/sqladmin ⭐ 1,641
    SQLAlchemy Admin for FastAPI and Starlette
    🔗 aminalaee.dev/sqladmin

71. huggingface/datatrove ⭐ 1,636
    Freeing data processing from scripting madness by providing a set of platform-agnostic customizable pipeline processing blocks.

72. simple-salesforce/simple-salesforce ⭐ 1,613
    A very simple Salesforce.com REST API client for Python

73. collerek/ormar ⭐ 1,600
    python async orm with fastapi in mind and pydantic validation
    🔗 collerek.github.io/ormar

74. simonw/sqlite-utils ⭐ 1,544
    Python CLI utility and library for manipulating SQLite databases
    🔗 sqlite-utils.datasette.io

75. sdispater/orator ⭐ 1,426
    The Orator ORM provides a simple yet beautiful ActiveRecord implementation.
    🔗 orator-orm.com

76. eleutherai/the-pile ⭐ 1,420
    The Pile is a large, diverse, open source language modelling data set that consists of many smaller datasets combined together.

77. mchong6/JoJoGAN ⭐ 1,409
    Official PyTorch repo for JoJoGAN: One Shot Face Stylization

78. aio-libs/aiopg ⭐ 1,383
    aiopg is a library for accessing a PostgreSQL database from the asyncio
    🔗 aiopg.readthedocs.io

79. zarr-developers/zarr-python ⭐ 1,371
    An implementation of chunked, compressed, N-dimensional arrays for Python.
    🔗 zarr.readthedocs.io

80. ydataai/ydata-synthetic ⭐ 1,342
    Synthetic data generators for tabular and time-series data
    🔗 docs.synthetic.ydata.ai

81. google/tensorstore ⭐ 1,307
    Library for reading and writing large multi-dimensional arrays.
    🔗 google.github.io/tensorstore

82. scholarly-python-package/scholarly ⭐ 1,265
    Retrieve author and publication information from Google Scholar in a friendly, Pythonic way without having to worry about CAPTCHAs!
    🔗 scholarly.readthedocs.io

83. pytorch/data ⭐ 1,075
    A PyTorch repo for data loading and utilities to be shared by the PyTorch domain libraries.

84. eliasdabbas/advertools ⭐ 1,073
    advertools - online marketing productivity and analysis tools
    🔗 advertools.readthedocs.io

85. aio-libs/aiocache ⭐ 1,052
    Asyncio cache manager for redis, memcached and memory
    🔗 aiocache.readthedocs.io

86. brettkromkamp/contextualise ⭐ 1,041
    Contextualise is an effective tool particularly suited for organising information-heavy projects and activities consisting of unstructured and widely diverse data and information resources
    🔗 contextualise.dev

87. uber/fiber ⭐ 1,041
    Distributed Computing for AI Made Simple
    🔗 uber.github.io/fiber

88. intake/intake ⭐ 989
    Intake is a lightweight package for finding, investigating, loading and disseminating data.
    🔗 intake.readthedocs.io

89. scikit-hep/awkward ⭐ 804
    Manipulate JSON-like data with NumPy-like idioms.
    🔗 awkward-array.org

90. koaning/human-learn ⭐ 785
    Natural Intelligence is still a pretty good idea.
    🔗 koaning.github.io/human-learn

91. duckdb/dbt-duckdb ⭐ 764
    dbt (http://getdbt.com) adapter for DuckDB (http://duckdb.org)

92. macbre/sql-metadata ⭐ 755
    Uses tokenized query returned by python-sqlparse and generates query metadata
    🔗 pypi.python.org/pypi/sql-metadata

93. goccy/bigquery-emulator ⭐ 744
    BigQuery emulator provides a way to launch a BigQuery server on your local machine for testing and development.

94. hyperqueryhq/whale ⭐ 725
    🐳 The stupidly simple CLI workspace for your data warehouse.
    🔗 rsyi.gitbook.io/whale

95. googleapis/python-bigquery ⭐ 716
    Python Client for Google BigQuery

96. mcfunley/pugsql ⭐ 670
    A HugSQL-inspired database library for Python
    🔗 pugsql.org

97. dgarnitz/vectorflow ⭐ 648
    VectorFlow is a high volume vector embedding pipeline that ingests raw data, transforms it into vectors and writes it to a vector DB of your choice.
    🔗 www.getvectorflow.com

98. kagisearch/vectordb ⭐ 569
    A minimal Python package for storing and retrieving text using chunking, embeddings, and vector search.
    🔗 vectordb.com

99. koaning/bulk ⭐ 463
    Bulk is a quick UI developer tool to apply some bulk labels.

100. igorbenav/fastcrud ⭐ 438
     FastCRUD is a Python package for FastAPI, offering robust async CRUD operations and flexible endpoint creation utilities.

Debugging

Debugging and tracing tools.

1. cool-rr/PySnooper ⭐ 16,289
   Never use print for debugging again

2. gruns/icecream ⭐ 8,599
   🍦 Never use print() to debug again.

3. shobrook/rebound ⭐ 4,085
   Command-line tool that instantly fetches Stack Overflow results when an exception is thrown

4. inducer/pudb ⭐ 2,893
   Full-screen console debugger for Python
   🔗 documen.tician.de/pudb

5. gotcha/ipdb ⭐ 1,826
   Integration of IPython pdb

6. alexmojaki/heartrate ⭐ 1,738
   Simple real time visualisation of the execution of a Python program.

7. alexmojaki/birdseye ⭐ 1,640
   Graphical Python debugger which lets you easily view the values of all evaluated expressions
   🔗 birdseye.readthedocs.io

8. alexmojaki/snoop ⭐ 1,207
   A powerful set of Python debugging tools, based on PySnooper

9. samuelcolvin/python-devtools ⭐ 959
   Dev tools for python
   🔗 python-devtools.helpmanual.io

Diffusion Text to Image

Text-to-image diffusion model libraries, tools and apps for generating images from natural language.

1. automatic1111/stable-diffusion-webui ⭐ 133,335
   Stable Diffusion web UI

2. compvis/stable-diffusion ⭐ 66,125
   A latent text-to-image diffusion model
   🔗 ommer-lab.com/research/latent-diffusion-models

3. comfyanonymous/ComfyUI ⭐ 37,181
   The most powerful and modular stable diffusion GUI, api and backend with a graph/nodes interface.

4. stability-ai/stablediffusion ⭐ 36,971
   High-Resolution Image Synthesis with Latent Diffusion Models

5. lllyasviel/ControlNet ⭐ 28,570
   Let us control diffusion models!

6. huggingface/diffusers ⭐ 23,281
   🤗 Diffusers: State-of-the-art diffusion models for image and audio generation in PyTorch and FLAX.
   🔗 huggingface.co/docs/diffusers

7. invoke-ai/InvokeAI ⭐ 22,040
   InvokeAI is a leading creative engine for Stable Diffusion models, empowering professionals, artists, and enthusiasts to generate and create visual media using the latest AI-driven technologies. The solution offers an industry leading WebUI, supports terminal use through a CLI, and serves as the foundation for multi...
   🔗 invoke-ai.github.io/invokeai

8. apple/ml-stable-diffusion ⭐ 16,344
   Stable Diffusion with Core ML on Apple Silicon

9. borisdayma/dalle-mini ⭐ 14,674
   DALL·E Mini - Generate images from a text prompt
   🔗 www.craiyon.com

10. divamgupta/diffusionbee-stable-diffusion-ui ⭐ 12,039
    Diffusion Bee is the easiest way to run Stable Diffusion locally on your M1 Mac. Comes with a one-click installer. No dependencies or technical knowledge needed.
    🔗 diffusionbee.com

11. lucidrains/DALLE2-pytorch ⭐ 10,918
    Implementation of DALL-E 2, OpenAI's updated text-to-image synthesis neural network, in Pytorch

12. compvis/latent-diffusion ⭐ 10,874
    High-Resolution Image Synthesis with Latent Diffusion Models

13. instantid/InstantID ⭐ 10,231
    InstantID : Zero-shot Identity-Preserving Generation in Seconds 🔥
    🔗 instantid.github.io

14. facebookresearch/dinov2 ⭐ 8,149
    PyTorch code and models for the DINOv2 self-supervised learning method.

15. ashawkey/stable-dreamfusion ⭐ 7,910
    Text-to-3D & Image-to-3D & Mesh Exportation with NeRF + Diffusion.

16. carson-katri/dream-textures ⭐ 7,662
    Stable Diffusion built-in to Blender

17. xavierxiao/Dreambooth-Stable-Diffusion ⭐ 7,489
    Implementation of Dreambooth (https://arxiv.org/abs/2208.12242) with Stable Diffusion

18. openbmb/MiniCPM-V ⭐ 6,808
    MiniCPM-Llama3-V 2.5: A GPT-4V Level Multimodal LLM on Your Phone

19. timothybrooks/instruct-pix2pix ⭐ 6,036
    PyTorch implementation of InstructPix2Pix, an instruction-based image editing model, based on the original CompVis/stable_diffusion repo.

20. openai/consistency_models ⭐ 5,997
    Official repo for consistency models.

21. idea-research/GroundingDINO ⭐ 5,311
    Official implementation of the paper "Grounding DINO: Marrying DINO with Grounded Pre-Training for Open-Set Object Detection"
    🔗 arxiv.org/abs/2303.05499

22. salesforce/BLIP ⭐ 4,380
    PyTorch code for BLIP: Bootstrapping Language-Image Pre-training for Unified Vision-Language Understanding and Generation

23. nateraw/stable-diffusion-videos ⭐ 4,296
    Create 🔥 videos with Stable Diffusion by exploring the latent space and morphing between text prompts

24. jina-ai/discoart ⭐ 3,835
    🪩 Create Disco Diffusion artworks in one line

25. lkwq007/stablediffusion-infinity ⭐ 3,815
    Outpainting with Stable Diffusion on an infinite canvas

26. openai/glide-text2im ⭐ 3,487
    GLIDE: a diffusion-based text-conditional image synthesis model

27. mlc-ai/web-stable-diffusion ⭐ 3,484
    Bringing stable diffusion models to web browsers. Everything runs inside the browser with no server support.
    🔗 mlc.ai/web-stable-diffusion

28. opengvlab/InternVL ⭐ 3,382
    [CVPR 2024 Oral] InternVL Family: A Pioneering Open-Source Alternative to GPT-4V. 接近GPT-4V表现的可商用开源多模态对话模型
    🔗 internvl.github.io

29. openai/improved-diffusion ⭐ 2,923
    Release for Improved Denoising Diffusion Probabilistic Models

30. saharmor/dalle-playground ⭐ 2,764
    A playground to generate images from any text prompt using Stable Diffusion (past: using DALL-E Mini)

31. stability-ai/stability-sdk ⭐ 2,409
    SDK for interacting with stability.ai APIs (e.g. stable diffusion inference)
    🔗 platform.stability.ai

32. google-research/big_vision ⭐ 1,887
    Official codebase used to develop Vision Transformer, SigLIP, MLP-Mixer, LiT and more.

33. divamgupta/stable-diffusion-tensorflow ⭐ 1,571
    Stable Diffusion in TensorFlow / Keras

34. coyote-a/ultimate-upscale-for-automatic1111 ⭐ 1,536
    Ultimate SD Upscale extension for AUTOMATIC1111 Stable Diffusion web UI

35. nvlabs/prismer ⭐ 1,286
    The implementation of "Prismer: A Vision-Language Model with Multi-Task Experts".
    🔗 shikun.io/projects/prismer

36. thudm/CogVLM2 ⭐ 1,267
    GPT4V-level open-source multi-modal model based on Llama3-8B

37. chenyangqiqi/FateZero ⭐ 1,062
    [ICCV 2023 Oral] "FateZero: Fusing Attentions for Zero-shot Text-based Video Editing"
    🔗 fate-zero-edit.github.io

38. thereforegames/unprompted ⭐ 757
    Templating language written for Stable Diffusion workflows. Available as an extension for the Automatic1111 WebUI.

39. sharonzhou/long_stable_diffusion ⭐ 676
    Long-form text-to-images generation, using a pipeline of deep generative models (GPT-3 and Stable Diffusion)

40. tanelp/tiny-diffusion ⭐ 560
    A minimal PyTorch implementation of probabilistic diffusion models for 2D datasets.

41. open-compass/VLMEvalKit ⭐ 532
    Open-source evaluation toolkit of large vision-language models (LVLMs), support GPT-4v, Gemini, QwenVLPlus, 50+ HF models, 20+ benchmarks
    🔗 huggingface.co/spaces/opencompass/open_vlm_leaderboard

Finance

Financial and quantitative libraries: investment research tools, market data, algorithmic trading, backtesting, financial derivatives.

1. openbb-finance/OpenBBTerminal ⭐ 26,339
   Investment Research for Everyone, Everywhere.
   🔗 openbb.co

2. quantopian/zipline ⭐ 17,175
   Zipline, a Pythonic Algorithmic Trading Library
   🔗 www.zipline.io

3. microsoft/qlib ⭐ 14,405
   Qlib is an AI-oriented quantitative investment platform that aims to realize the potential, empower research, and create value using AI technologies in quantitative investment, from exploring ideas to implementing productions. Qlib supports diverse machine learning modeling paradigms. including supervised learning, ...
   🔗 qlib.readthedocs.io/en/latest

4. mementum/backtrader ⭐ 13,327
   Python Backtesting library for trading strategies
   🔗 www.backtrader.com

5. ai4finance-foundation/FinGPT ⭐ 12,309
   FinGPT: Open-Source Financial Large Language Models! Revolutionize 🔥 We release the trained model on HuggingFace.
   🔗 ai4finance.org

6. ranaroussi/yfinance ⭐ 12,206
   Download market data from Yahoo! Finance's API
   🔗 aroussi.com/post/python-yahoo-finance

7. ai4finance-foundation/FinRL ⭐ 9,284
   FinRL: Financial Reinforcement Learning. 🔥
   🔗 ai4finance.org

8. ta-lib/ta-lib-python ⭐ 9,142
   Python wrapper for TA-Lib (http://ta-lib.org/).
   🔗 ta-lib.github.io/ta-lib-python

9. quantconnect/Lean ⭐ 8,835
   Lean Algorithmic Trading Engine by QuantConnect (Python, C#)
   🔗 lean.io

10. quantopian/pyfolio ⭐ 5,469
    Portfolio and risk analytics in Python
    🔗 quantopian.github.io/pyfolio

11. kernc/backtesting.py ⭐ 4,958
    🔎 📈 🐍 💰 Backtest trading strategies in Python.
    🔗 kernc.github.io/backtesting.py

12. twopirllc/pandas-ta ⭐ 4,888
    Technical Analysis Indicators - Pandas TA is an easy to use Python 3 Pandas Extension with 150+ Indicators
    🔗 twopirllc.github.io/pandas-ta

13. ranaroussi/quantstats ⭐ 4,425
    Portfolio analytics for quants, written in Python

14. google/tf-quant-finance ⭐ 4,340
    High-performance TensorFlow library for quantitative finance.

15. gbeced/pyalgotrade ⭐ 4,314
    Python Algorithmic Trading Library
    🔗 gbeced.github.io/pyalgotrade

16. borisbanushev/stockpredictionai ⭐ 3,973
    In this noteboook I will create a complete process for predicting stock price movements. Follow along and we will achieve some pretty good results. For that purpose we will use a Generative Adversarial Network (GAN) with LSTM, a type of Recurrent Neural Network, as generator, and a Convolutional Neural Networ...

17. polakowo/vectorbt ⭐ 3,894
    Find your trading edge, using the fastest engine for backtesting, algorithmic trading, and research.
    🔗 vectorbt.dev

18. matplotlib/mplfinance ⭐ 3,437
    Financial Markets Data Visualization using Matplotlib
    🔗 pypi.org/project/mplfinance

19. cuemacro/finmarketpy ⭐ 3,373
    Python library for backtesting trading strategies & analyzing financial markets (formerly pythalesians)
    🔗 www.cuemacro.com

20. quantopian/alphalens ⭐ 3,143
    Performance analysis of predictive (alpha) stock factors
    🔗 quantopian.github.io/alphalens

21. zvtvz/zvt ⭐ 3,045
    modular quant framework.
    🔗 zvt.readthedocs.io/en/latest

22. goldmansachs/gs-quant ⭐ 2,795
    Python toolkit for quantitative finance
    🔗 developer.gs.com/discover/products/gs-quant

23. robcarver17/pysystemtrade ⭐ 2,447
    Systematic Trading in python

24. quantopian/research_public ⭐ 2,336
    Quantitative research and educational materials
    🔗 www.quantopian.com/lectures

25. pmorissette/bt ⭐ 2,068
    bt - flexible backtesting for Python
    🔗 pmorissette.github.io/bt

26. blankly-finance/blankly ⭐ 2,008
    🚀 💸 Easily build, backtest and deploy your algo in just a few lines of code. Trade stocks, cryptos, and forex across exchanges w/ one package.
    🔗 package.blankly.finance

27. domokane/FinancePy ⭐ 1,957
    A Python Finance Library that focuses on the pricing and risk-management of Financial Derivatives, including fixed-income, equity, FX and credit derivatives.
    🔗 financepy.com

28. pmorissette/ffn ⭐ 1,823
    ffn - a financial function library for Python
    🔗 pmorissette.github.io/ffn

29. cuemacro/findatapy ⭐ 1,589
    Python library to download market data via Bloomberg, Eikon, Quandl, Yahoo etc.

30. quantopian/empyrical ⭐ 1,234
    Common financial risk and performance metrics. Used by zipline and pyfolio.
    🔗 quantopian.github.io/empyrical

31. idanya/algo-trader ⭐ 756
    Trading bot with support for realtime trading, backtesting, custom strategies and much more.

Game Development

Game development tools, engines and libraries.

1. kitao/pyxel ⭐ 13,337
   A retro game engine for Python

2. pygame/pygame ⭐ 7,071
   🐍🎮 pygame (the library) is a Free and Open Source python programming language library for making multimedia applications like games built on top of the excellent SDL library. C, Python, Native, OpenGL.
   🔗 www.pygame.org

3. panda3d/panda3d ⭐ 4,316
   Powerful, mature open-source cross-platform game engine for Python and C++, developed by Disney and CMU
   🔗 www.panda3d.org

4. pokepetter/ursina ⭐ 2,115
   A game engine powered by python and panda3d.
   🔗 pokepetter.github.io/ursina

5. pyglet/pyglet ⭐ 1,785
   pyglet is a cross-platform windowing and multimedia library for Python, for developing games and other visually rich applications.
   🔗 pyglet.org

6. pythonarcade/arcade ⭐ 1,635
   Easy to use Python library for creating 2D arcade games.
   🔗 arcade.academy

GIS

Geospatial libraries: raster and vector data formats, interactive mapping and visualisation, computing frameworks for processing images, projections.

1. domlysz/BlenderGIS ⭐ 7,364
   Blender addons to make the bridge between Blender and geographic data

2. python-visualization/folium ⭐ 6,729
   Python Data. Leaflet.js Maps.
   🔗 python-visualization.github.io/folium

3. gboeing/osmnx ⭐ 4,712
   OSMnx is a Python package to easily download, model, analyze, and visualize street networks and other geospatial features from OpenStreetMap.
   🔗 osmnx.readthedocs.io

4. osgeo/gdal ⭐ 4,585
   GDAL is an open source MIT licensed translator library for raster and vector geospatial data formats.
   🔗 gdal.org

5. geopandas/geopandas ⭐ 4,269
   Python tools for geographic data
   🔗 geopandas.org

6. shapely/shapely ⭐ 3,717
   Manipulation and analysis of geometric objects
   🔗 shapely.readthedocs.io/en/stable

7. giswqs/geemap ⭐ 3,263
   A Python package for interactive geospatial analysis and visualization with Google Earth Engine.
   🔗 geemap.org

8. holoviz/datashader ⭐ 3,232
   Quickly and accurately render even the largest data.
   🔗 datashader.org

9. opengeos/leafmap ⭐ 2,955
   A Python package for interactive mapping and geospatial analysis with minimal coding in a Jupyter environment
   🔗 leafmap.org

10. opengeos/segment-geospatial ⭐ 2,703
    A Python package for segmenting geospatial data with the Segment Anything Model (SAM)
    🔗 samgeo.gishub.org

11. google/earthengine-api ⭐ 2,573
    Python and JavaScript bindings for calling the Earth Engine API.

12. microsoft/torchgeo ⭐ 2,289
    TorchGeo: datasets, samplers, transforms, and pre-trained models for geospatial data
    🔗 www.osgeo.org/projects/torchgeo

13. rasterio/rasterio ⭐ 2,162
    Rasterio reads and writes geospatial raster datasets
    🔗 rasterio.readthedocs.io

14. mcordts/cityscapesScripts ⭐ 2,104
    README and scripts for the Cityscapes Dataset

15. azavea/raster-vision ⭐ 2,014
    An open source library and framework for deep learning on satellite and aerial imagery.
    🔗 docs.rastervision.io

16. plant99/felicette ⭐ 1,813
    Satellite imagery for dummies.

17. apache/sedona ⭐ 1,800
    A cluster computing framework for processing large-scale geospatial data
    🔗 sedona.apache.org

18. gboeing/osmnx-examples ⭐ 1,479
    Gallery of OSMnx tutorials, usage examples, and feature demonstations.
    🔗 osmnx.readthedocs.io

19. jupyter-widgets/ipyleaflet ⭐ 1,459
    A Jupyter - Leaflet.js bridge
    🔗 ipyleaflet.readthedocs.io

20. microsoft/GlobalMLBuildingFootprints ⭐ 1,315
    Worldwide building footprints derived from satellite imagery

21. pysal/pysal ⭐ 1,284
    PySAL: Python Spatial Analysis Library Meta-Package
    🔗 pysal.org/pysal

22. anitagraser/movingpandas ⭐ 1,155
    Movement trajectory classes and functions built on top of GeoPandas
    🔗 movingpandas.org

23. residentmario/geoplot ⭐ 1,121
    High-level geospatial data visualization library for Python.
    🔗 residentmario.github.io/geoplot/index.html

24. sentinel-hub/eo-learn ⭐ 1,084
    Earth observation processing framework for machine learning in Python
    🔗 eo-learn.readthedocs.io/en/latest

25. opengeos/streamlit-geospatial ⭐ 816
    A multi-page streamlit app for geospatial
    🔗 huggingface.co/spaces/giswqs/streamlit

26. makepath/xarray-spatial ⭐ 794
    Raster-based Spatial Analytics for Python
    🔗 xarray-spatial.readthedocs.io

27. osgeo/grass ⭐ 780
    GRASS GIS - free and open-source geospatial processing engine
    🔗 grass.osgeo.org

28. developmentseed/titiler ⭐ 710
    Build your own Raster dynamic map tile services
    🔗 developmentseed.org/titiler

29. scikit-mobility/scikit-mobility ⭐ 693
    scikit-mobility: mobility analysis in Python
    🔗 scikit-mobility.github.io/scikit-mobility

Graph

Graphs and network libraries: network analysis, graph machine learning, visualisation.

1. networkx/networkx ⭐ 14,358
   Network Analysis in Python
   🔗 networkx.org

2. stellargraph/stellargraph ⭐ 2,909
   StellarGraph - Machine Learning on Graphs
   🔗 stellargraph.readthedocs.io

3. westhealth/pyvis ⭐ 930
   Python package for creating and visualizing interactive network graphs.
   🔗 pyvis.readthedocs.io/en/latest

4. rampasek/GraphGPS ⭐ 605
   Recipe for a General, Powerful, Scalable Graph Transformer

5. microsoft/graspologic ⭐ 587
   graspologic is a package for graph statistical algorithms
   🔗 graspologic-org.github.io/graspologic

6. dylanhogg/llmgraph ⭐ 149
   Create knowledge graphs with LLMs

GUI

Graphical user interface libraries and toolkits.

1. pysimplegui/PySimpleGUI ⭐ 13,210
   Python GUIs for Humans! PySimpleGUI is the top-rated Python application development environment. Launched in 2018 and actively developed, maintained, and supported in 2024. Transforms tkinter, Qt, WxPython, and Remi into a simple, intuitive, and fun experience for both hobbyists and expert users.
   🔗 www.pysimplegui.com

2. hoffstadt/DearPyGui ⭐ 12,479
   Dear PyGui: A fast and powerful Graphical User Interface Toolkit for Python with minimal dependencies
   🔗 dearpygui.readthedocs.io/en/latest

3. parthjadhav/Tkinter-Designer ⭐ 8,492
   An easy and fast way to create a Python GUI 🐍

4. samuelcolvin/FastUI ⭐ 7,661
   FastUI is a new way to build web application user interfaces defined by declarative Python code.
   🔗 fastui-demo.onrender.com

5. r0x0r/pywebview ⭐ 4,411
   Build GUI for your Python program with JavaScript, HTML, and CSS
   🔗 pywebview.flowrl.com

6. beeware/toga ⭐ 4,163
   A Python native, OS native GUI toolkit.
   🔗 toga.readthedocs.io/en/latest

7. dddomodossola/remi ⭐ 3,461
   Python REMote Interface library. Platform independent. In about 100 Kbytes, perfect for your diet.

8. wxwidgets/Phoenix ⭐ 2,225
   wxPython's Project Phoenix. A new implementation of wxPython, better, stronger, faster than he was before.
   🔗 wxpython.org

Jupyter

Jupyter and JupyterLab and Notebook tools, libraries and plugins.

1. jupyterlab/jupyterlab ⭐ 13,875
   JupyterLab computational environment.
   🔗 jupyterlab.readthedocs.io

2. jupyter/notebook ⭐ 11,292
   Jupyter Interactive Notebook
   🔗 jupyter-notebook.readthedocs.io

3. mwouts/jupytext ⭐ 6,478
   Jupyter Notebooks as Markdown Documents, Julia, Python or R scripts
   🔗 jupytext.readthedocs.io

4. nteract/papermill ⭐ 5,689
   📚 Parameterize, execute, and analyze notebooks
   🔗 papermill.readthedocs.io/en/latest

5. connorferster/handcalcs ⭐ 5,371
   Python library for converting Python calculations into rendered latex.

6. voila-dashboards/voila ⭐ 5,273
   Voilà turns Jupyter notebooks into standalone web applications
   🔗 voila.readthedocs.io

7. executablebooks/jupyter-book ⭐ 3,734
   Create beautiful, publication-quality books and documents from computational content.
   🔗 jupyterbook.org

8. jupyterlite/jupyterlite ⭐ 3,703
   Wasm powered Jupyter running in the browser 💡
   🔗 jupyterlite.rtfd.io/en/stable/try/lab

9. jupyterlab/jupyterlab-desktop ⭐ 3,439
   JupyterLab desktop application, based on Electron.

10. jupyter-widgets/ipywidgets ⭐ 3,081
    Interactive Widgets for the Jupyter Notebook
    🔗 ipywidgets.readthedocs.io

11. quantopian/qgrid ⭐ 3,032
    An interactive grid for sorting, filtering, and editing DataFrames in Jupyter notebooks

12. jupyterlab/jupyter-ai ⭐ 2,943
    A generative AI extension for JupyterLab
    🔗 jupyter-ai.readthedocs.io

13. jupyter/nbdime ⭐ 2,613
    Tools for diffing and merging of Jupyter notebooks.
    🔗 nbdime.readthedocs.io

14. mito-ds/mito ⭐ 2,237
    The mitosheet package, trymito.io, and other public Mito code.
    🔗 trymito.io

15. jupyter/nbviewer ⭐ 2,178
    nbconvert as a web service: Render Jupyter Notebooks as static web pages
    🔗 nbviewer.jupyter.org

16. maartenbreddels/ipyvolume ⭐ 1,921
    3d plotting for Python in the Jupyter notebook based on IPython widgets using WebGL

17. jupyter-lsp/jupyterlab-lsp ⭐ 1,754
    Coding assistance for JupyterLab (code navigation + hover suggestions + linters + autocompletion + rename) using Language Server Protocol
    🔗 jupyterlab-lsp.readthedocs.io

18. jupyter/nbconvert ⭐ 1,679
    Jupyter Notebook Conversion
    🔗 nbconvert.readthedocs.io

19. nbqa-dev/nbQA ⭐ 983
    Run ruff, isort, pyupgrade, mypy, pylint, flake8, and more on Jupyter Notebooks
    🔗 nbqa.readthedocs.io/en/latest/index.html

20. vizzuhq/ipyvizzu ⭐ 929
    Build animated charts in Jupyter Notebook and similar environments with a simple Python syntax.
    🔗 ipyvizzu.vizzuhq.com

21. koaning/drawdata ⭐ 730
    Draw datasets from within Jupyter.
    🔗 calmcode.io/labs/drawdata.html

22. aws/graph-notebook ⭐ 699
    Library extending Jupyter notebooks to integrate with Apache TinkerPop, openCypher, and RDF SPARQL.
    🔗 github.com/aws/graph-notebook

23. linealabs/lineapy ⭐ 660
    Move fast from data science prototype to pipeline. Capture, analyze, and transform messy notebooks into data pipelines with just two lines of code.
    🔗 lineapy.org

24. xiaohk/stickyland ⭐ 505
    Break the linear presentation of Jupyter Notebooks with sticky cells!
    🔗 xiaohk.github.io/stickyland

LLMs and ChatGPT

Large language model and GPT libraries and frameworks: auto-gpt, agents, QnA, chain-of-thought workflows, API integations. Also see the Natural Language Processing category for crossover.

1. significant-gravitas/AutoGPT ⭐ 162,889
   AutoGPT is the vision of accessible AI for everyone, to use and to build on. Our mission is to provide the tools, so that you can focus on what matters.
   🔗 agpt.co

2. hwchase17/langchain ⭐ 86,865
   🦜🔗 Build context-aware reasoning applications
   🔗 python.langchain.com

3. nomic-ai/gpt4all ⭐ 65,728
   gpt4all: run open-source LLMs anywhere
   🔗 gpt4all.io

4. ggerganov/llama.cpp ⭐ 59,897
   LLM inference in C/C++

5. xtekky/gpt4free ⭐ 58,660
   The official gpt4free repository | various collection of powerful language models
   🔗 g4f.ai

6. facebookresearch/llama ⭐ 53,830
   Inference code for Llama models

7. imartinez/private-gpt ⭐ 52,578
   Interact with your documents using the power of GPT, 100% privately, no data leaks
   🔗 docs.privategpt.dev

8. gpt-engineer-org/gpt-engineer ⭐ 51,004
   Specify what you want it to build, the AI asks for clarification, and then builds it.

9. killianlucas/open-interpreter ⭐ 49,538
   A natural language interface for computers
   🔗 openinterpreter.com

10. xai-org/grok-1 ⭐ 48,993
    This repository contains JAX example code for loading and running the Grok-1 open-weights model.

11. geekan/MetaGPT ⭐ 40,758
    🌟 The Multi-Agent Framework: First AI Software Company, Towards Natural Language Programming
    🔗 deepwisdom.ai

12. thudm/ChatGLM-6B ⭐ 39,746
    ChatGLM-6B: An Open Bilingual Dialogue Language Model | 开源双语对话语言模型

13. hpcaitech/ColossalAI ⭐ 38,146
    Making large AI models cheaper, faster and more accessible
    🔗 www.colossalai.org

14. oobabooga/text-generation-webui ⭐ 37,599
    A Gradio web UI for Large Language Models. Supports transformers, GPTQ, AWQ, EXL2, llama.cpp (GGUF), Llama models.

15. laion-ai/Open-Assistant ⭐ 36,781
    OpenAssistant is a chat-based assistant that understands tasks, can interact with third-party systems, and retrieve information dynamically to do so.
    🔗 open-assistant.io

16. lm-sys/FastChat ⭐ 35,167
    An open platform for training, serving, and evaluating large language models. Release repo for Vicuna and Chatbot Arena.

17. moymix/TaskMatrix ⭐ 34,529
    Connects ChatGPT and a series of Visual Foundation Models to enable sending and receiving images during chatting.

18. quivrhq/quivr ⭐ 33,690
    Your GenAI Second Brain 🧠 A personal productivity assistant (RAG) ⚡️🤖 Chat with your docs (PDF, CSV, ...) & apps using Langchain, GPT 3.5 / 4 turbo, Private, Anthropic, VertexAI, Ollama, LLMs, Groq that you can share with users ! Local & Private alternative to OpenAI GPTs & ChatGPT powered by retrieval-augmented...
    🔗 quivr.app

19. karpathy/nanoGPT ⭐ 32,867
    The simplest, fastest repository for training/finetuning medium-sized GPTs.

20. jerryjliu/llama_index ⭐ 32,513
    LlamaIndex is a data framework for your LLM applications
    🔗 docs.llamaindex.ai

21. tatsu-lab/stanford_alpaca ⭐ 29,018
    Code and documentation to train Stanford's Alpaca models, and generate the data.
    🔗 crfm.stanford.edu/2023/03/13/alpaca.html

22. pythagora-io/gpt-pilot ⭐ 28,864
    The first real AI developer

23. microsoft/autogen ⭐ 27,041
    A programming framework for agentic AI. Discord: https://aka.ms/autogen-dc. Roadmap: https://aka.ms/autogen-roadmap
    🔗 microsoft.github.io/autogen

24. vision-cair/MiniGPT-4 ⭐ 25,057
    Open-sourced codes for MiniGPT-4 and MiniGPT-v2 (https://minigpt-4.github.io, https://minigpt-v2.github.io/)
    🔗 minigpt-4.github.io

25. hiyouga/LLaMA-Factory ⭐ 23,979
    Unify Efficient Fine-Tuning of 100+ LLMs

26. microsoft/JARVIS ⭐ 23,221
    JARVIS, a system to connect LLMs with ML community. Paper: https://arxiv.org/pdf/2303.17580.pdf

27. openai/gpt-2 ⭐ 21,453
    Code for the paper "Language Models are Unsupervised Multitask Learners"
    🔗 openai.com/blog/better-language-models

28. openai/chatgpt-retrieval-plugin ⭐ 20,924
    The ChatGPT Retrieval Plugin lets you easily find personal or work documents by asking questions in natural language.

29. vllm-project/vllm ⭐ 20,751
    A high-throughput and memory-efficient inference and serving engine for LLMs
    🔗 docs.vllm.ai

30. karpathy/llm.c ⭐ 20,533
    LLM training in simple, pure C/CUDA. There is no need for 245MB of PyTorch or 107MB of cPython

31. yoheinakajima/babyagi ⭐ 19,512
    GPT-4 powered task-driven autonomous agent

32. karpathy/minGPT ⭐ 19,192
    A minimal PyTorch re-implementation of the OpenAI GPT (Generative Pretrained Transformer) training

33. microsoft/semantic-kernel ⭐ 18,952
    Integrate cutting-edge LLM technology quickly and easily into your apps
    🔗 aka.ms/semantic-kernel

34. logspace-ai/langflow ⭐ 18,736
    ⛓️ Langflow is a visual framework for building multi-agent and RAG applications. It's open-source, Python-powered, fully customizable, model and vector store agnostic.
    🔗 www.langflow.org

35. tloen/alpaca-lora ⭐ 18,309
    Instruct-tune LLaMA on consumer hardware

36. rasahq/rasa ⭐ 18,151
    💬 Open source machine learning framework to automate text- and voice-based conversations: NLU, dialogue management, connect to Slack, Facebook, and more - Create chatbots and voice assistants
    🔗 rasa.com/docs/rasa

37. guidance-ai/guidance ⭐ 17,902
    A guidance language for controlling large language models.

38. stitionai/devika ⭐ 17,498
    Devika is an advanced AI software engineer that can understand high-level human instructions, break them down into steps, research relevant information, and write code to achieve the given objective.

39. mlc-ai/mlc-llm ⭐ 17,472
    Universal LLM Deployment Engine with ML Compilation
    🔗 llm.mlc.ai

40. haotian-liu/LLaVA ⭐ 17,351
    [NeurIPS'23 Oral] Visual Instruction Tuning (LLaVA) built towards GPT-4V level capabilities and beyond.
    🔗 llava.hliu.cc

41. karpathy/llama2.c ⭐ 16,544
    Inference Llama 2 in one file of pure C

42. joaomdmoura/crewAI ⭐ 15,713
    Framework for orchestrating role-playing, autonomous AI agents. By fostering collaborative intelligence, CrewAI empowers agents to work together seamlessly, tackling complex tasks.
    🔗 crewai.com

43. thudm/ChatGLM2-6B ⭐ 15,560
    ChatGLM2-6B: An Open Bilingual Chat LLM | 开源双语对话语言模型

44. danielmiessler/fabric ⭐ 15,495
    fabric is an open-source framework for augmenting humans using AI. It provides a modular framework for solving specific problems using a crowdsourced set of AI prompts that can be used anywhere.
    🔗 danielmiessler.com/p/fabric-origin-story

45. facebookresearch/codellama ⭐ 15,345
    Inference code for CodeLlama models

46. transformeroptimus/SuperAGI ⭐ 14,771
    <⚡️> SuperAGI - A dev-first open source autonomous AI agent framework. Enabling developers to build, manage & run useful autonomous agents quickly and reliably.
    🔗 superagi.com

47. mayooear/gpt4-pdf-chatbot-langchain ⭐ 14,691
    GPT4 & LangChain Chatbot for large PDF docs
    🔗 www.youtube.com/watch?v=ih9pbgvvoo4

48. huggingface/peft ⭐ 14,549
    🤗 PEFT: State-of-the-art Parameter-Efficient Fine-Tuning.
    🔗 huggingface.co/docs/peft

49. fauxpilot/fauxpilot ⭐ 14,360
    FauxPilot - an open-source alternative to GitHub Copilot server

50. deepset-ai/haystack ⭐ 14,226
    🔍 LLM orchestration framework to build customizable, production-ready LLM applications. Connect components (models, vector DBs, file converters) to pipelines or agents that can interact with your data. With advanced retrieval methods, it's best suited for building RAG, question answering, semantic search or conv...
    🔗 haystack.deepset.ai

51. openai/evals ⭐ 14,217
    Evals is a framework for evaluating LLMs and LLM systems, and an open-source registry of benchmarks.

52. idea-research/Grounded-Segment-Anything ⭐ 13,870
    Grounded SAM: Marrying Grounding DINO with Segment Anything & Stable Diffusion & Recognize Anything - Automatically Detect , Segment and Generate Anything
    🔗 arxiv.org/abs/2401.14159

53. stanfordnlp/dspy ⭐ 12,561
    DSPy: The framework for programming—not prompting—foundation models
    🔗 dspy-docs.vercel.app

54. assafelovic/gpt-researcher ⭐ 12,561
    GPT based autonomous agent that does online comprehensive research on any given topic
    🔗 gptr.dev

55. qwenlm/Qwen ⭐ 11,964
    The official repo of Qwen (通义千问) chat & pretrained large language model proposed by Alibaba Cloud.

56. openlmlab/MOSS ⭐ 11,865
    An open-source tool-augmented conversational language model from Fudan University
    🔗 txsun1997.github.io/blogs/moss.html

57. blinkdl/RWKV-LM ⭐ 11,845
    RWKV is an RNN with transformer-level LLM performance. It can be directly trained like a GPT (parallelizable). So it's combining the best of RNN and transformer - great performance, fast inference, saves VRAM, fast training, "infinite" ctx_len, and free sentence embedding.

58. smol-ai/developer ⭐ 11,699
    the first library to let you embed a developer agent in your own app!
    🔗 twitter.com/smolmodels

59. paddlepaddle/PaddleNLP ⭐ 11,623
    👑 Easy-to-use and powerful NLP and LLM library with 🤗 Awesome model zoo, supporting wide-range of NLP tasks from research to industrial applications, including 🗂Text Classification, 🔍 Neural Search, ❓ Question Answering, ℹ️ Information Extraction, 📄 Document Intelligence, 💌 Sentiment Analysis etc.
    🔗 paddlenlp.readthedocs.io

60. dao-ailab/flash-attention ⭐ 11,494
    Fast and memory-efficient exact attention

61. unslothai/unsloth ⭐ 11,286
    Finetune Llama 3, Mistral, Phi & Gemma LLMs 2-5x faster with 80% less memory
    🔗 unsloth.ai

62. mlc-ai/web-llm ⭐ 11,048
    High-performance In-browser LLM Inference Engine
    🔗 webllm.mlc.ai

63. h2oai/h2ogpt ⭐ 10,851
    Private chat with local GPT with document, images, video, etc. 100% private, Apache 2.0. Supports oLLaMa, Mixtral, llama.cpp, and more. Demo: https://gpt.h2o.ai/ https://codellama.h2o.ai/
    🔗 h2o.ai

64. databrickslabs/dolly ⭐ 10,794
    Databricks’ Dolly, a large language model trained on the Databricks Machine Learning Platform
    🔗 www.databricks.com/blog/2023/03/24/hello-dolly-democratizing-magic-chatgpt-open-models.html

65. shishirpatil/gorilla ⭐ 10,444
    Enables LLMs to use tools by invoking APIs. Given a query, Gorilla comes up with the semantically and syntactically correct API.
    🔗 gorilla.cs.berkeley.edu

66. facebookresearch/llama-recipes ⭐ 10,068
    Scripts for fine-tuning Meta Llama3 with composable FSDP & PEFT methods to cover single/multi-node GPUs. Supports default & custom datasets for applications such as summarization and Q&A. Supporting a number of candid inference solutions such as HF TGI, VLLM for local or cloud deployment. Demo apps to showcase Meta ...

67. phidatahq/phidata ⭐ 9,930
    Phidata is a toolkit for building AI Assistants using function calling.
    🔗 docs.phidata.com

68. artidoro/qlora ⭐ 9,602
    QLoRA: Efficient Finetuning of Quantized LLMs
    🔗 arxiv.org/abs/2305.14314

69. berriai/litellm ⭐ 9,598
    Call all LLM APIs using the OpenAI format. Use Bedrock, Azure, OpenAI, Cohere, Anthropic, Ollama, Sagemaker, HuggingFace, Replicate (100+ LLMs)
    🔗 docs.litellm.ai/docs

70. google-research/vision_transformer ⭐ 9,565
    Vision Transformer and MLP-Mixer Architectures

71. microsoft/LoRA ⭐ 9,491
    Code for loralib, an implementation of "LoRA: Low-Rank Adaptation of Large Language Models"
    🔗 arxiv.org/abs/2106.09685

72. blinkdl/ChatRWKV ⭐ 9,324
    ChatRWKV is like ChatGPT but powered by RWKV (100% RNN) language model, and open source.

73. infiniflow/ragflow ⭐ 9,032
    RAGFlow is an open-source RAG (Retrieval-Augmented Generation) engine based on deep document understanding.
    🔗 ragflow.io

74. nvidia/Megatron-LM ⭐ 9,013
    Ongoing research training transformer models at scale
    🔗 docs.nvidia.com/megatron-core/developer-guide/latest/user-guide/index.html#quick-start

75. mistralai/mistral-inference ⭐ 8,994
    Official inference library for Mistral models
    🔗 mistral.ai

76. embedchain/embedchain ⭐ 8,778
    Memory for AI agents
    🔗 docs.embedchain.ai

77. karpathy/minbpe ⭐ 8,515
    Minimal, clean code for the Byte Pair Encoding (BPE) algorithm commonly used in LLM tokenization.

78. microsoft/promptflow ⭐ 8,496
    Build high-quality LLM apps - from prototyping, testing to production deployment and monitoring.
    🔗 microsoft.github.io/promptflow

79. lvwerra/trl ⭐ 8,471
    Train transformer language models with reinforcement learning.
    🔗 hf.co/docs/trl

80. mshumer/gpt-prompt-engineer ⭐ 8,175
    Simply input a description of your task and some test cases, and the system will generate, test, and rank a multitude of prompts to find the ones that perform the best.

81. eleutherai/gpt-neo ⭐ 8,157
    An implementation of model parallel GPT-2 and GPT-3-style models using the mesh-tensorflow library.
    🔗 www.eleuther.ai

82. optimalscale/LMFlow ⭐ 8,081
    An Extensible Toolkit for Finetuning and Inference of Large Foundation Models. Large Models for All.
    🔗 optimalscale.github.io/lmflow

83. apple/ml-ferret ⭐ 7,954
    Ferret: Refer and Ground Anything Anywhere at Any Granularity

84. thudm/CodeGeeX ⭐ 7,858
    CodeGeeX: An Open Multilingual Code Generation Model (KDD 2023)
    🔗 codegeex.cn

85. vanna-ai/vanna ⭐ 7,830
    🤖 Chat with your SQL database 📊. Accurate Text-to-SQL Generation via LLMs using RAG 🔄.
    🔗 vanna.ai/docs

86. lightning-ai/litgpt ⭐ 7,669
    Pretrain, finetune, deploy 20+ LLMs on your own data. Uses state-of-the-art techniques: flash attention, FSDP, 4-bit, LoRA, and more.
    🔗 lightning.ai

87. lianjiatech/BELLE ⭐ 7,651
    BELLE: Be Everyone's Large Language model Engine（开源中文对话大模型）

88. thudm/GLM-130B ⭐ 7,635
    GLM-130B: An Open Bilingual Pre-Trained Model (ICLR 2023)

89. plachtaa/VALL-E-X ⭐ 7,345
    An open source implementation of Microsoft's VALL-E X zero-shot TTS model. Demo is available in https://plachtaa.github.io

90. openlm-research/open_llama ⭐ 7,245
    OpenLLaMA: An Open Reproduction of LLaMA

91. sweepai/sweep ⭐ 7,215
    Sweep: open-source AI-powered Software Developer for small features and bug fixes.
    🔗 sweep.dev

92. bigcode-project/starcoder ⭐ 7,157
    Home of StarCoder: fine-tuning & inference!

93. jzhang38/TinyLlama ⭐ 7,088
    The TinyLlama project is an open endeavor to pretrain a 1.1B Llama model on 3 trillion tokens.

94. sjtu-ipads/PowerInfer ⭐ 7,074
    High-speed Large Language Model Serving on PCs with Consumer-grade GPUs

95. abetlen/llama-cpp-python ⭐ 6,919
    Simple Python bindings for @ggerganov's llama.cpp library.
    🔗 llama-cpp-python.readthedocs.io

96. bhaskatripathi/pdfGPT ⭐ 6,778
    PDF GPT allows you to chat with the contents of your PDF file by using GPT capabilities. The most effective open source solution to turn your pdf files in a chatbot!
    🔗 huggingface.co/spaces/bhaskartripathi/pdfgpt_turbo

97. vaibhavs10/insanely-fast-whisper ⭐ 6,770
    An opinionated CLI to transcribe Audio files w/ Whisper on-device! Powered by 🤗 Transformers, Optimum & flash-attn

98. eleutherai/gpt-neox ⭐ 6,648
    An implementation of model parallel autoregressive transformers on GPUs, based on the Megatron and DeepSpeed libraries
    🔗 www.eleuther.ai

99. apple/corenet ⭐ 6,643
    CoreNet is a deep neural network toolkit that allows researchers and engineers to train standard and novel small and large-scale models for variety of tasks, including foundation models (e.g., CLIP and LLM), object classification, object detection, and semantic segmentation.

100. zilliztech/GPTCache ⭐ 6,588
     Semantic cache for LLMs. Fully integrated with LangChain and llama_index.
     🔗 gptcache.readthedocs.io

101. outlines-dev/outlines ⭐ 6,539
     Structured Text Generation from LLMs
     🔗 outlines-dev.github.io/outlines

102. mit-han-lab/streaming-llm ⭐ 6,299
     [ICLR 2024] Efficient Streaming Language Models with Attention Sinks
     🔗 arxiv.org/abs/2309.17453

103. langchain-ai/opengpts ⭐ 6,244
     An open source effort to create a similar experience to OpenAI's GPTs and Assistants API.

104. nat/openplayground ⭐ 6,128
     An LLM playground you can run on your laptop

105. jxnl/instructor ⭐ 6,079
     Instructor is a Python library that makes it a breeze to work with structured outputs from large language models (LLMs). Built on top of Pydantic, it provides a simple, transparent, and user-friendly API to manage validation, retries, and streaming responses.
     🔗 python.useinstructor.com

106. skypilot-org/skypilot ⭐ 6,048
     SkyPilot: Run LLMs, AI, and Batch jobs on any cloud. Get maximum savings, highest GPU availability, and managed execution—all with a simple interface.
     🔗 skypilot.readthedocs.io

107. run-llama/rags ⭐ 5,994
     Build ChatGPT over your data, all with natural language

108. lightning-ai/lit-llama ⭐ 5,857
     Implementation of the LLaMA language model based on nanoGPT. Supports flash attention, Int8 and GPTQ 4bit quantization, LoRA and LLaMA-Adapter fine-tuning, pre-training. Apache 2.0-licensed.

109. chainlit/chainlit ⭐ 5,838
     Build Conversational AI in minutes ⚡️
     🔗 docs.chainlit.io

110. eleutherai/lm-evaluation-harness ⭐ 5,488
     A framework for few-shot evaluation of language models.
     🔗 www.eleuther.ai

111. internlm/InternLM ⭐ 5,435
     Official release of InternLM2 7B and 20B base and chat models. 200K context support
     🔗 internlm.intern-ai.org.cn

112. dsdanielpark/Bard-API ⭐ 5,362
     The unofficial python package that returns response of Google Bard through cookie value.
     🔗 pypi.org/project/bardapi

113. explodinggradients/ragas ⭐ 5,298
     Evaluation framework for your Retrieval Augmented Generation (RAG) pipelines
     🔗 docs.ragas.io

114. minedojo/Voyager ⭐ 5,270
     An Open-Ended Embodied Agent with Large Language Models
     🔗 voyager.minedojo.org

115. pytorch-labs/gpt-fast ⭐ 5,267
     Simple and efficient pytorch-native transformer text generation in <1000 LOC of python.

116. skyvern-ai/skyvern ⭐ 5,215
     Skyvern automates browser-based workflows using LLMs and computer vision. It provides a simple API endpoint to fully automate manual workflows, replacing brittle or unreliable automation solutions.
     🔗 www.skyvern.com

117. microsoft/promptbase ⭐ 5,193
     promptbase is an evolving collection of resources, best practices, and example scripts for eliciting the best performance from foundation models.

118. langchain-ai/chat-langchain ⭐ 4,902
     Locally hosted chatbot specifically focused on question answering over the LangChain documentation
     🔗 chat.langchain.com

119. weaviate/Verba ⭐ 4,574
     Retrieval Augmented Generation (RAG) chatbot powered by Weaviate

120. openbmb/ToolBench ⭐ 4,529
     [ICLR'24 spotlight] An open platform for training, serving, and evaluating large language model for tool learning.
     🔗 openbmb.github.io/toolbench

121. mnotgod96/AppAgent ⭐ 4,496
     AppAgent: Multimodal Agents as Smartphone Users, an LLM-based multimodal agent framework designed to operate smartphone apps.
     🔗 appagent-official.github.io

122. togethercomputer/RedPajama-Data ⭐ 4,411
     The RedPajama-Data repository contains code for preparing large datasets for training large language models.

123. microsoft/BioGPT ⭐ 4,243
     Implementation of BioGPT: Generative Pre-trained Transformer for Biomedical Text Generation and Mining

124. vikhyat/moondream ⭐ 4,205
     A tiny open-source computer-vision language model designed to run efficiently on edge devices
     🔗 moondream.ai

125. allenai/OLMo ⭐ 4,116
     OLMo is a repository for training and using AI2's state-of-the-art open language models. It is built by scientists, for scientists.
     🔗 allenai.org/olmo

126. llmware-ai/llmware ⭐ 4,115
     Unified framework for building enterprise RAG pipelines with small, specialized models
     🔗 llmware-ai.github.io/llmware

127. kyegomez/tree-of-thoughts ⭐ 4,098
     Plug in and Play Implementation of Tree of Thoughts: Deliberate Problem Solving with Large Language Models that Elevates Model Reasoning by atleast 70%
     🔗 discord.gg/qutxnk2nmf

128. microsoft/LLMLingua ⭐ 4,070
     To speed up LLMs' inference and enhance LLM's perceive of key information, compress the prompt and KV-Cache, which achieves up to 20x compression with minimal performance loss.
     🔗 llmlingua.com

129. instruction-tuning-with-gpt-4/GPT-4-LLM ⭐ 4,040
     Instruction Tuning with GPT-4
     🔗 instruction-tuning-with-gpt-4.github.io

130. 1rgs/jsonformer ⭐ 3,921
     A Bulletproof Way to Generate Structured JSON from Language Models

131. yizhongw/self-instruct ⭐ 3,875
     Aligning pretrained language models with instruction data generated by themselves.

132. mshumer/gpt-llm-trainer ⭐ 3,854
     Input a description of your task, and the system will generate a dataset, parse it, and fine-tune a LLaMA 2 model for you

133. ravenscroftj/turbopilot ⭐ 3,826
     Turbopilot is an open source large-language-model based code completion engine that runs locally on CPU

134. cg123/mergekit ⭐ 3,824
     Tools for merging pretrained large language models.

135. whitead/paper-qa ⭐ 3,715
     LLM Chain for answering questions from documents with citations

136. h2oai/h2o-llmstudio ⭐ 3,714
     H2O LLM Studio - a framework and no-code GUI for fine-tuning LLMs. Documentation: https://h2oai.github.io/h2o-llmstudio/
     🔗 gpt-gm.h2o.ai

137. langchain-ai/langgraph ⭐ 3,614
     LangGraph is a library for building stateful, multi-actor applications with LLMs, built on top of (and intended to be used with) LangChain.
     🔗 langchain-ai.github.io/langgraph

138. mmabrouk/llm-workflow-engine ⭐ 3,602
     Power CLI and Workflow manager for LLMs (core package)

139. nvidia/NeMo-Guardrails ⭐ 3,599
     NeMo Guardrails is an open-source toolkit for easily adding programmable guardrails to LLM-based conversational systems.

140. guardrails-ai/guardrails ⭐ 3,506
     Open-source Python package for specifying structure and type, validating and correcting the outputs of large language models (LLMs)
     🔗 www.guardrailsai.com/docs

141. luodian/Otter ⭐ 3,488
     🦦 Otter, a multi-modal model based on OpenFlamingo (open-sourced version of DeepMind's Flamingo), trained on MIMIC-IT and showcasing improved instruction-following and in-context learning ability.
     🔗 otter-ntu.github.io

142. eth-sri/lmql ⭐ 3,427
     A language for constraint-guided and efficient LLM programming.
     🔗 lmql.ai

143. minimaxir/simpleaichat ⭐ 3,407
     Python package for easily interfacing with chat apps, with robust features and minimal code complexity.

144. minimaxir/gpt-2-simple ⭐ 3,394
     Python package to easily retrain OpenAI's GPT-2 text-generating model on new texts

145. microsoft/LMOps ⭐ 3,267
     General technology for enabling AI capabilities w/ LLMs and MLLMs
     🔗 aka.ms/generalai

146. simonw/llm ⭐ 3,260
     Access large language models from the command-line
     🔗 llm.datasette.io

147. deep-diver/LLM-As-Chatbot ⭐ 3,244
     LLM as a Chatbot Service

148. promptfoo/promptfoo ⭐ 3,212
     Test your prompts, agents, and RAGs. Use LLM evals to improve your app's quality and catch problems. Compare performance of GPT, Claude, Gemini, Llama, and more. Simple declarative configs with command line and CI/CD integration.
     🔗 www.promptfoo.dev

149. pathwaycom/llm-app ⭐ 3,177
     LLM App templates for RAG, knowledge mining, and stream analytics. Ready to run with Docker,⚡in sync with your data sources.
     🔗 pathway.com/developers/showcases/llm-app-pathway

150. jaymody/picoGPT ⭐ 3,115
     An unnecessarily tiny implementation of GPT-2 in NumPy.

151. turboderp/exllamav2 ⭐ 3,105
     A fast inference library for running LLMs locally on modern consumer-class GPUs

152. defog-ai/sqlcoder ⭐ 2,988
     SoTA LLM for converting natural language questions to SQL queries

153. next-gpt/NExT-GPT ⭐ 2,981
     Code and models for NExT-GPT: Any-to-Any Multimodal Large Language Model
     🔗 next-gpt.github.io

154. baichuan-inc/Baichuan-13B ⭐ 2,970
     A 13B large language model developed by Baichuan Intelligent Technology
     🔗 huggingface.co/baichuan-inc/baichuan-13b-chat

155. microsoft/torchscale ⭐ 2,952
     Foundation Architecture for (M)LLMs
     🔗 aka.ms/generalai

156. open-compass/opencompass ⭐ 2,949
     OpenCompass is an LLM evaluation platform, supporting a wide range of models (Llama3, Mistral, InternLM2,GPT-4,LLaMa2, Qwen,GLM, Claude, etc) over 100+ datasets.
     🔗 opencompass.org.cn

157. iryna-kondr/scikit-llm ⭐ 2,934
     Seamlessly integrate LLMs into scikit-learn.
     🔗 beastbyte.ai

158. freedomintelligence/LLMZoo ⭐ 2,890
     ⚡LLM Zoo is a project that provides data, models, and evaluation benchmark for large language models.⚡

159. agiresearch/AIOS ⭐ 2,805
     AIOS, a Large Language Model (LLM) Agent operating system, embeds large language model into Operating Systems (OS) as the brain of the OS, enabling an operating system "with soul" -- an important step towards AGI.

160. juncongmoo/pyllama ⭐ 2,796
     LLaMA: Open and Efficient Foundation Language Models

161. li-plus/chatglm.cpp ⭐ 2,690
     C++ implementation of ChatGLM-6B & ChatGLM2-6B & ChatGLM3 & more LLMs

162. paperswithcode/galai ⭐ 2,658
     Model API for GALACTICA

163. truefoundry/cognita ⭐ 2,641
     RAG (Retrieval Augmented Generation) Framework for building modular, open source applications for production by TrueFoundry
     🔗 cognita.truefoundry.com

164. sgl-project/sglang ⭐ 2,612
     SGLang is a structured generation language designed for large language models (LLMs). It makes your interaction with models faster and more controllable.

165. alpha-vllm/LLaMA2-Accessory ⭐ 2,577
     An Open-source Toolkit for LLM Development
     🔗 llama2-accessory.readthedocs.io

166. hegelai/prompttools ⭐ 2,500
     Open-source tools for prompt testing and experimentation, with support for both LLMs (e.g. OpenAI, LLaMA) and vector databases (e.g. Chroma, Weaviate, LanceDB).
     🔗 prompttools.readthedocs.io

167. databricks/dbrx ⭐ 2,451
     Code examples and resources for DBRX, a large language model developed by Databricks
     🔗 www.databricks.com

168. ofa-sys/OFA ⭐ 2,355
     Official repository of OFA (ICML 2022). Paper: OFA: Unifying Architectures, Tasks, and Modalities Through a Simple Sequence-to-Sequence Learning Framework

169. bclavie/RAGatouille ⭐ 2,304
     Bridging the gap between state-of-the-art research and alchemical RAG pipeline practices.

170. cohere-ai/cohere-toolkit ⭐ 2,299
     Cohere Toolkit is a collection of prebuilt components enabling users to quickly build and deploy RAG applications.

171. civitai/sd_civitai_extension ⭐ 2,281
     All of the Civitai models inside Automatic 1111 Stable Diffusion Web UI

172. young-geng/EasyLM ⭐ 2,274
     Large language models (LLMs) made easy, EasyLM is a one stop solution for pre-training, finetuning, evaluating and serving LLMs in JAX/Flax.

173. mistralai/mistral-finetune ⭐ 2,225
     A light-weight codebase that enables memory-efficient and performant finetuning of Mistral's models. It is based on LoRA.

174. huggingface/text-embeddings-inference ⭐ 2,148
     A blazing fast inference solution for text embeddings models
     🔗 huggingface.co/docs/text-embeddings-inference/quick_tour

175. openai/finetune-transformer-lm ⭐ 2,108
     Code and model for the paper "Improving Language Understanding by Generative Pre-Training"
     🔗 s3-us-west-2.amazonaws.com/openai-assets/research-covers/language-unsupervised/language_understanding_paper.pdf

176. noahshinn/reflexion ⭐ 2,066
     [NeurIPS 2023] Reflexion: Language Agents with Verbal Reinforcement Learning

177. cheshire-cat-ai/core ⭐ 2,064
     Production ready AI agent framework
     🔗 cheshirecat.ai

178. tairov/llama2.mojo ⭐ 2,046
     Inference Llama 2 in one file of pure 🔥
     🔗 www.modular.com/blog/community-spotlight-how-i-built-llama2-by-aydyn-tairov

179. intel/neural-compressor ⭐ 2,029
     SOTA low-bit LLM quantization (INT8/FP8/INT4/FP4/NF4) & sparsity; leading model compression techniques on TensorFlow, PyTorch, and ONNX Runtime
     🔗 intel.github.io/neural-compressor

180. openai/image-gpt ⭐ 2,008
     Archived. Code and models from the paper "Generative Pretraining from Pixels"

181. spcl/graph-of-thoughts ⭐ 1,921
     Official Implementation of "Graph of Thoughts: Solving Elaborate Problems with Large Language Models"
     🔗 arxiv.org/pdf/2308.09687.pdf

182. neulab/prompt2model ⭐ 1,916
     prompt2model - Generate Deployable Models from Natural Language Instructions

183. lucidrains/toolformer-pytorch ⭐ 1,911
     Implementation of Toolformer, Language Models That Can Use Tools, by MetaAI

184. openai/gpt-2-output-dataset ⭐ 1,908
     Dataset of GPT-2 outputs for research in detection, biases, and more

185. minimaxir/aitextgen ⭐ 1,830
     A robust Python tool for text-based AI training and generation using GPT-2.
     🔗 docs.aitextgen.io

186. langroid/langroid ⭐ 1,805
     Harness LLMs with Multi-Agent Programming
     🔗 langroid.github.io/langroid

187. ist-daslab/gptq ⭐ 1,758
     Code for the ICLR 2023 paper "GPTQ: Accurate Post-training Quantization of Generative Pretrained Transformers".
     🔗 arxiv.org/abs/2210.17323

188. truera/trulens ⭐ 1,752
     Evaluation and Tracking for LLM Experiments
     🔗 www.trulens.org

189. predibase/lorax ⭐ 1,731
     Multi-LoRA inference server that scales to 1000s of fine-tuned LLMs
     🔗 loraexchange.ai

190. openai/gpt-discord-bot ⭐ 1,726
     Example Discord bot written in Python that uses the completions API to have conversations with the text-davinci-003 model, and the moderations API to filter the messages.

191. epfllm/meditron ⭐ 1,724
     Meditron is a suite of open-source medical Large Language Models (LLMs).
     🔗 huggingface.co/epfl-llm

192. microsoft/Megatron-DeepSpeed ⭐ 1,687
     Ongoing research training transformer language models at scale, including: BERT & GPT-2

193. pipecat-ai/pipecat ⭐ 1,602
     Open Source framework for voice and multimodal conversational AI

194. ray-project/llm-applications ⭐ 1,565
     A comprehensive guide to building RAG-based LLM applications for production.

195. akariasai/self-rag ⭐ 1,543
     This includes the original implementation of SELF-RAG: Learning to Retrieve, Generate and Critique through self-reflection by Akari Asai, Zeqiu Wu, Yizhong Wang, Avirup Sil, and Hannaneh Hajishirzi.
     🔗 selfrag.github.io

196. jina-ai/thinkgpt ⭐ 1,482
     Agent techniques to augment your LLM and push it beyong its limits

197. cstankonrad/long_llama ⭐ 1,433
     LongLLaMA is a large language model capable of handling long contexts. It is based on OpenLLaMA and fine-tuned with the Focused Transformer (FoT) method.

198. farizrahman4u/loopgpt ⭐ 1,405
     Re-implementation of Auto-GPT as a python package, written with modularity and extensibility in mind.

199. run-llama/llama-lab ⭐ 1,343
     Llama Lab is a repo dedicated to building cutting-edge projects using LlamaIndex

200. casper-hansen/AutoAWQ ⭐ 1,336
     AutoAWQ implements the AWQ algorithm for 4-bit quantization with a 2x speedup during inference. Documentation:
     🔗 casper-hansen.github.io/autoawq

201. explosion/spacy-transformers ⭐ 1,320
     🛸 Use pretrained transformers like BERT, XLNet and GPT-2 in spaCy
     🔗 spacy.io/usage/embeddings-transformers

202. chatarena/chatarena ⭐ 1,275
     ChatArena (or Chat Arena) is a Multi-Agent Language Game Environments for LLMs. The goal is to develop communication and collaboration capabilities of AIs.
     🔗 www.chatarena.org

203. openai/simple-evals ⭐ 1,274
     Lightweight library for evaluating language models

204. bigscience-workshop/Megatron-DeepSpeed ⭐ 1,259
     Ongoing research training transformer language models at scale, including: BERT & GPT-2

205. ray-project/ray-llm ⭐ 1,190
     RayLLM - LLMs on Ray
     🔗 aviary.anyscale.com

206. srush/MiniChain ⭐ 1,178
     A tiny library for coding with large language models.
     🔗 srush-minichain.hf.space

207. meetkai/functionary ⭐ 1,163
     Chat language model that can use tools and interpret the results

208. ibm/Dromedary ⭐ 1,091
     Dromedary: towards helpful, ethical and reliable LLMs.

209. linksoul-ai/AutoAgents ⭐ 1,072
     [IJCAI 2024] Generate different roles for GPTs to form a collaborative entity for complex tasks.
     🔗 huggingface.co/spaces/linksoul/autoagents

210. lupantech/chameleon-llm ⭐ 1,032
     Codes for "Chameleon: Plug-and-Play Compositional Reasoning with Large Language Models".
     🔗 chameleon-llm.github.io

211. rlancemartin/auto-evaluator ⭐ 1,029
     Evaluation tool for LLM QA chains
     🔗 autoevaluator.langchain.com

212. nomic-ai/pygpt4all ⭐ 1,026
     Official supported Python bindings for llama.cpp + gpt4all
     🔗 nomic-ai.github.io/pygpt4all

213. keirp/automatic_prompt_engineer ⭐ 1,015
     Large Language Models Are Human-Level Prompt Engineers

214. hao-ai-lab/LookaheadDecoding ⭐ 1,011
     Break the Sequential Dependency of LLM Inference Using Lookahead Decoding

215. ctlllll/LLM-ToolMaker ⭐ 1,008
     Large Language Models as Tool Makers

216. microsoft/Llama-2-Onnx ⭐ 996
     A Microsoft optimized version of the Llama 2 model, available from Meta

217. explosion/spacy-llm ⭐ 981
     🦙 Integrating LLMs into structured NLP pipelines
     🔗 spacy.io/usage/large-language-models

218. evolvinglmms-lab/lmms-eval ⭐ 952
     Accelerating the development of large multimodal models (LMMs) with lmms-eval
     🔗 lmms-lab.github.io/lmms-eval-blog

219. ajndkr/lanarky ⭐ 952
     The web framework for building LLM microservices
     🔗 lanarky.ajndkr.com

220. agenta-ai/agenta ⭐ 930
     The all-in-one LLM developer platform: prompt management, evaluation, human feedback, and deployment all in one place.
     🔗 www.agenta.ai

221. pinecone-io/canopy ⭐ 912
     Retrieval Augmented Generation (RAG) framework and context engine powered by Pinecone
     🔗 www.pinecone.io

222. likejazz/llama3.np ⭐ 900
     llama3.np is a pure NumPy implementation for Llama 3 model.

223. huggingface/nanotron ⭐ 897
     Minimalistic large language model 3D-parallelism training

224. cerebras/modelzoo ⭐ 858
     Examples of common deep learning models that can be trained on Cerebras hardware

225. muennighoff/sgpt ⭐ 816
     SGPT: GPT Sentence Embeddings for Semantic Search
     🔗 arxiv.org/abs/2202.08904

226. oliveirabruno01/babyagi-asi ⭐ 760
     BabyAGI: an Autonomous and Self-Improving agent, or BASI

227. opengenerativeai/GenossGPT ⭐ 744
     One API for all LLMs either Private or Public (Anthropic, Llama V2, GPT 3.5/4, Vertex, GPT4ALL, HuggingFace ...) 🌈🐂 Replace OpenAI GPT with any LLMs in your app with one line.
     🔗 genoss.ai

228. salesforce/xgen ⭐ 713
     Salesforce open-source LLMs with 8k sequence length.

229. datadreamer-dev/DataDreamer ⭐ 703
     DataDreamer is a powerful open-source Python library for prompting, synthetic data generation, and training workflows. It is designed to be simple, extremely efficient, and research-grade.
     🔗 datadreamer.dev

230. topoteretes/cognee ⭐ 701
     Deterministic LLMs Outputs for AI Applications and AI Agents
     🔗 www.cognee.ai

231. langchain-ai/langsmith-cookbook ⭐ 649
     LangSmith is a platform for building production-grade LLM applications.
     🔗 langsmith-cookbook.vercel.app

232. prometheus-eval/prometheus-eval ⭐ 605
     Evaluate your LLM's response with Prometheus 💯
     🔗 prometheus-eval.github.io/prometheus-eval

233. opengvlab/OmniQuant ⭐ 604
     [ICLR2024 spotlight] OmniQuant is a simple and powerful quantization technique for LLMs.

234. squeezeailab/SqueezeLLM ⭐ 588
     [ICML 2024] SqueezeLLM: Dense-and-Sparse Quantization
     🔗 arxiv.org/abs/2306.07629

235. wandb/weave ⭐ 560
     Weave is a toolkit for developing AI-powered applications, built by Weights & Biases.
     🔗 wandb.me/weave

236. lupantech/ScienceQA ⭐ 553
     Data and code for NeurIPS 2022 Paper "Learn to Explain: Multimodal Reasoning via Thought Chains for Science Question Answering".

237. zhudotexe/kani ⭐ 536
     kani (カニ) is a highly hackable microframework for chat-based language models with tool use/function calling. (NLP-OSS @ EMNLP 2023)
     🔗 kani.readthedocs.io

238. hazyresearch/ama_prompting ⭐ 531
     Ask Me Anything language model prompting

239. vahe1994/SpQR ⭐ 513
     Quantization algorithm and the model evaluation code for SpQR method for LLM compression

240. continuum-llms/chatgpt-memory ⭐ 512
     Allows to scale the ChatGPT API to multiple simultaneous sessions with infinite contextual and adaptive memory powered by GPT and Redis datastore.

241. modal-labs/llm-finetuning ⭐ 460
     Guide for fine-tuning Llama/Mistral/CodeLlama models and more

242. huggingface/lighteval ⭐ 437
     LightEval is a lightweight LLM evaluation suite that Hugging Face has been using internally with the recently released LLM data processing library datatrove and LLM training library nanotron.

243. judahpaul16/gpt-home ⭐ 338
     ChatGPT at home! Basically a better Google Nest Hub or Amazon Alexa home assistant. Built on the Raspberry Pi using the OpenAI API.
     🔗 hub.docker.com/r/judahpaul/gpt-home

244. agentops-ai/tokencost ⭐ 218
     Easy token price estimates for LLMs
     🔗 agentops.ai

245. stanford-oval/suql ⭐ 154
     SUQL: Conversational Search over Structured and Unstructured Data with LLMs
     🔗 arxiv.org/abs/2311.09818

Math and Science

Mathematical, numerical and scientific libraries.

1. numpy/numpy ⭐ 26,739
   The fundamental package for scientific computing with Python.
   🔗 numpy.org

2. taichi-dev/taichi ⭐ 24,918
   Productive, portable, and performant GPU programming in Python: Taichi Lang is an open-source, imperative, parallel programming language for high-performance numerical computation.
   🔗 taichi-lang.org

3. scipy/scipy ⭐ 12,610
   SciPy library main repository
   🔗 scipy.org

4. sympy/sympy ⭐ 12,509
   A computer algebra system written in pure Python
   🔗 sympy.org

5. google/or-tools ⭐ 10,663
   Google Optimization Tools (a.k.a., OR-Tools) is an open-source, fast and portable software suite for solving combinatorial optimization problems.
   🔗 developers.google.com/optimization

6. z3prover/z3 ⭐ 9,895
   Z3 is a theorem prover from Microsoft Research with a Python language binding.

7. cupy/cupy ⭐ 7,890
   NumPy & SciPy for GPU
   🔗 cupy.dev

8. google-deepmind/alphageometry ⭐ 3,769
   Solving Olympiad Geometry without Human Demonstrations

9. mikedh/trimesh ⭐ 2,813
   Python library for loading and using triangular meshes.
   🔗 trimesh.org

10. mckinsey/causalnex ⭐ 2,176
    A Python library that helps data scientists to infer causation rather than observing correlation.
    🔗 causalnex.readthedocs.io

11. pyomo/pyomo ⭐ 1,888
    An object-oriented algebraic modeling language in Python for structured optimization problems.
    🔗 www.pyomo.org

12. facebookresearch/theseus ⭐ 1,632
    A library for differentiable nonlinear optimization

13. google-research/torchsde ⭐ 1,501
    Differentiable SDE solvers with GPU support and efficient sensitivity analysis.

14. dynamicslab/pysindy ⭐ 1,337
    A package for the sparse identification of nonlinear dynamical systems from data
    🔗 pysindy.readthedocs.io/en/latest

15. geomstats/geomstats ⭐ 1,162
    Computations and statistics on manifolds with geometric structures.
    🔗 geomstats.ai

16. cma-es/pycma ⭐ 1,038
    pycma is a Python implementation of CMA-ES and a few related numerical optimization tools.

17. sj001/AI-Feynman ⭐ 601
    Implementation of AI Feynman: a Physics-Inspired Method for Symbolic Regression

18. willianfuks/tfcausalimpact ⭐ 584
    Python Causal Impact Implementation Based on Google's R Package. Built using TensorFlow Probability.

19. brandondube/prysm ⭐ 241
    Prysm is an open-source library for physical and first-order modeling of optical systems and analysis of related data: numerical and physical optics, integrated modeling, phase retrieval, segmented systems, polynomials and fitting, sequential raytracing.
    🔗 prysm.readthedocs.io/en/stable

20. lean-dojo/ReProver ⭐ 179
    Retrieval-Augmented Theorem Provers for Lean
    🔗 leandojo.org

21. albahnsen/pycircular ⭐ 88
    pycircular is a Python module for circular data analysis

22. gbillotey/Fractalshades ⭐ 26
    Arbitrary-precision fractal explorer - Python package

Machine Learning - General

General and classical machine learning libraries. See below for other sections covering specialised ML areas.

1. scikit-learn/scikit-learn ⭐ 58,583
   scikit-learn: machine learning in Python
   🔗 scikit-learn.org

2. openai/openai-cookbook ⭐ 57,070
   Examples and guides for using the OpenAI API
   🔗 cookbook.openai.com

3. tencentarc/GFPGAN ⭐ 34,898
   GFPGAN aims at developing Practical Algorithms for Real-world Face Restoration.

4. suno-ai/bark ⭐ 33,330
   🔊 Text-Prompted Generative Audio Model

5. google-research/google-research ⭐ 33,187
   This repository contains code released by Google Research
   🔗 research.google

6. facebookresearch/faiss ⭐ 28,908
   A library for efficient similarity search and clustering of dense vectors.
   🔗 faiss.ai

7. google/jax ⭐ 28,717
   Composable transformations of Python+NumPy programs: differentiate, vectorize, JIT to GPU/TPU, and more
   🔗 jax.readthedocs.io

8. open-mmlab/mmdetection ⭐ 28,266
   OpenMMLab Detection Toolbox and Benchmark
   🔗 mmdetection.readthedocs.io

9. ageron/handson-ml2 ⭐ 27,128
   A series of Jupyter notebooks that walk you through the fundamentals of Machine Learning and Deep Learning in Python using Scikit-Learn, Keras and TensorFlow 2.

10. lutzroeder/netron ⭐ 26,553
    Visualizer for neural network, deep learning and machine learning models
    🔗 netron.app

11. google/mediapipe ⭐ 25,881
    Cross-platform, customizable ML solutions for live and streaming media.
    🔗 mediapipe.dev

12. dmlc/xgboost ⭐ 25,716
    Scalable, Portable and Distributed Gradient Boosting (GBDT, GBRT or GBM) Library, for Python, R, Java, Scala, C++ and more. Runs on single machine, Hadoop, Spark, Dask, Flink and DataFlow
    🔗 xgboost.readthedocs.io/en/stable

13. harisiqbal88/PlotNeuralNet ⭐ 21,389
    Latex code for making neural networks diagrams

14. jina-ai/jina ⭐ 20,356
    ☁️ Build multimodal AI applications with cloud-native stack
    🔗 docs.jina.ai

15. onnx/onnx ⭐ 17,079
    Open standard for machine learning interoperability
    🔗 onnx.ai

16. microsoft/LightGBM ⭐ 16,176
    A fast, distributed, high performance gradient boosting (GBT, GBDT, GBRT, GBM or MART) framework based on decision tree algorithms, used for ranking, classification and many other machine learning tasks.
    🔗 lightgbm.readthedocs.io/en/latest

17. ml-explore/mlx ⭐ 15,102
    MLX is an array framework for machine learning on Apple silicon, brought to you by Apple machine learning research.
    🔗 ml-explore.github.io/mlx

18. tensorflow/tensor2tensor ⭐ 15,035
    Library of deep learning models and datasets designed to make deep learning more accessible and accelerate ML research.

19. roboflow/supervision ⭐ 14,978
    We write your reusable computer vision tools. 💜
    🔗 supervision.roboflow.com

20. ddbourgin/numpy-ml ⭐ 14,691
    Machine learning, in numpy
    🔗 numpy-ml.readthedocs.io

21. aleju/imgaug ⭐ 14,217
    Image augmentation for machine learning experiments.
    🔗 imgaug.readthedocs.io

22. microsoft/nni ⭐ 13,831
    An open source AutoML toolkit for automate machine learning lifecycle, including feature engineering, neural architecture search, model compression and hyper-parameter tuning.
    🔗 nni.readthedocs.io

23. microsoft/onnxruntime ⭐ 13,167
    ONNX Runtime: cross-platform, high performance ML inferencing and training accelerator
    🔗 onnxruntime.ai

24. microsoft/Swin-Transformer ⭐ 13,160
    This is an official implementation for "Swin Transformer: Hierarchical Vision Transformer using Shifted Windows".
    🔗 arxiv.org/abs/2103.14030

25. jindongwang/transferlearning ⭐ 13,014
    Transfer learning / domain adaptation / domain generalization / multi-task learning etc. Papers, codes, datasets, applications, tutorials.-迁移学习
    🔗 transferlearning.xyz

26. deepmind/deepmind-research ⭐ 12,903
    This repository contains implementations and illustrative code to accompany DeepMind publications

27. spotify/annoy ⭐ 12,822
    Approximate Nearest Neighbors in C++/Python optimized for memory usage and loading/saving to disk

28. neonbjb/tortoise-tts ⭐ 12,168
    A multi-voice TTS system trained with an emphasis on quality

29. deepmind/alphafold ⭐ 11,991
    Implementation of the inference pipeline of AlphaFold v2

30. facebookresearch/AnimatedDrawings ⭐ 10,274
    Code to accompany "A Method for Animating Children's Drawings of the Human Figure"

31. ggerganov/ggml ⭐ 10,089
    Tensor library for machine learning

32. twitter/the-algorithm-ml ⭐ 9,938
    Source code for Twitter's Recommendation Algorithm
    🔗 blog.twitter.com/engineering/en_us/topics/open-source/2023/twitter-recommendation-algorithm

33. optuna/optuna ⭐ 9,932
    A hyperparameter optimization framework
    🔗 optuna.org

34. statsmodels/statsmodels ⭐ 9,659
    Statsmodels: statistical modeling and econometrics in Python
    🔗 www.statsmodels.org/devel

35. epistasislab/tpot ⭐ 9,550
    A Python Automated Machine Learning tool that optimizes machine learning pipelines using genetic programming.
    🔗 epistasislab.github.io/tpot

36. megvii-basedetection/YOLOX ⭐ 9,101
    YOLOX is a high-performance anchor-free YOLO, exceeding yolov3~v5 with MegEngine, ONNX, TensorRT, ncnn, and OpenVINO supported. Documentation: https://yolox.readthedocs.io/

37. cleanlab/cleanlab ⭐ 8,905
    The standard data-centric AI package for data quality and machine learning with messy, real-world data and labels.
    🔗 cleanlab.ai

38. pycaret/pycaret ⭐ 8,580
    An open-source, low-code machine learning library in Python
    🔗 www.pycaret.org

39. wandb/wandb ⭐ 8,435
    🔥 A tool for visualizing and tracking your machine learning experiments. This repo contains the CLI and Python API.
    🔗 wandb.ai

40. pymc-devs/pymc ⭐ 8,250
    Bayesian Modeling and Probabilistic Programming in Python
    🔗 docs.pymc.io

41. uberi/speech_recognition ⭐ 8,123
    Speech recognition module for Python, supporting several engines and APIs, online and offline.
    🔗 pypi.python.org/pypi/speechrecognition

42. facebookresearch/xformers ⭐ 7,847
    Hackable and optimized Transformers building blocks, supporting a composable construction.
    🔗 facebookresearch.github.io/xformers

43. catboost/catboost ⭐ 7,833
    A fast, scalable, high performance Gradient Boosting on Decision Trees library, used for ranking, classification, regression and other machine learning tasks for Python, R, Java, C++. Supports computation on CPU and GPU.
    🔗 catboost.ai

44. open-mmlab/mmsegmentation ⭐ 7,590
    OpenMMLab Semantic Segmentation Toolbox and Benchmark.
    🔗 mmsegmentation.readthedocs.io/en/main

45. automl/auto-sklearn ⭐ 7,453
    Automated Machine Learning with scikit-learn
    🔗 automl.github.io/auto-sklearn

46. awslabs/autogluon ⭐ 7,278
    Fast and Accurate ML in 3 Lines of Code
    🔗 auto.gluon.ai

47. huggingface/accelerate ⭐ 7,214
    🚀 A simple way to launch, train, and use PyTorch models on almost any device and distributed configuration, automatic mixed precision (including fp8), and easy-to-configure FSDP and DeepSpeed support
    🔗 huggingface.co/docs/accelerate

48. hyperopt/hyperopt ⭐ 7,119
    Distributed Asynchronous Hyperparameter Optimization in Python
    🔗 hyperopt.github.io/hyperopt

49. lmcinnes/umap ⭐ 7,112
    Uniform Manifold Approximation and Projection

50. featurelabs/featuretools ⭐ 7,096
    An open source python library for automated feature engineering
    🔗 www.featuretools.com

51. hips/autograd ⭐ 6,840
    Efficiently computes derivatives of numpy code.

52. py-why/dowhy ⭐ 6,835
    DoWhy is a Python library for causal inference that supports explicit modeling and testing of causal assumptions. DoWhy is based on a unified language for causal inference, combining causal graphical models and potential outcomes frameworks.
    🔗 www.pywhy.org/dowhy

53. scikit-learn-contrib/imbalanced-learn ⭐ 6,734
    A Python Package to Tackle the Curse of Imbalanced Datasets in Machine Learning
    🔗 imbalanced-learn.org

54. open-mmlab/mmagic ⭐ 6,669
    OpenMMLab Multimodal Advanced, Generative, and Intelligent Creation Toolbox. Unlock the magic 🪄: Generative-AI (AIGC), easy-to-use APIs, awsome model zoo, diffusion models, for text-to-image generation, image/video restoration/enhancement, etc.
    🔗 mmagic.readthedocs.io/en/latest

55. probml/pyprobml ⭐ 6,316
    Python code for "Probabilistic Machine learning" book by Kevin Murphy

56. nicolashug/Surprise ⭐ 6,239
    A Python scikit for building and analyzing recommender systems
    🔗 surpriselib.com

57. google/automl ⭐ 6,165
    Google Brain AutoML

58. cleverhans-lab/cleverhans ⭐ 6,094
    An adversarial example library for constructing attacks, building defenses, and benchmarking both

59. kevinmusgrave/pytorch-metric-learning ⭐ 5,836
    The easiest way to use deep metric learning in your application. Modular, flexible, and extensible. Written in PyTorch.
    🔗 kevinmusgrave.github.io/pytorch-metric-learning

60. open-mmlab/mmcv ⭐ 5,694
    OpenMMLab Computer Vision Foundation
    🔗 mmcv.readthedocs.io/en/latest

61. project-monai/MONAI ⭐ 5,449
    AI Toolkit for Healthcare Imaging
    🔗 monai.io

62. ml-explore/mlx-examples ⭐ 5,305
    Examples in the MLX framework

63. mdbloice/Augmentor ⭐ 5,039
    Image augmentation library in Python for machine learning.
    🔗 augmentor.readthedocs.io/en/stable

64. uber/causalml ⭐ 4,837
    Uplift modeling and causal inference with machine learning algorithms

65. online-ml/river ⭐ 4,830
    🌊 Online machine learning in Python
    🔗 riverml.xyz

66. rasbt/mlxtend ⭐ 4,800
    A library of extension and helper modules for Python's data analysis and machine learning libraries.
    🔗 rasbt.github.io/mlxtend

67. lucidrains/deep-daze ⭐ 4,379
    Simple command line tool for text to image generation using OpenAI's CLIP and Siren (Implicit neural representation network). Technique was originally created by https://twitter.com/advadnoun

68. google-deepmind/graphcast ⭐ 4,330
    GraphCast: Learning skillful medium-range global weather forecasting

69. skvark/opencv-python ⭐ 4,250
    Automated CI toolchain to produce precompiled opencv-python, opencv-python-headless, opencv-contrib-python and opencv-contrib-python-headless packages.
    🔗 pypi.org/project/opencv-python

70. marqo-ai/marqo ⭐ 4,248
    Unified embedding generation and search engine. Also available on cloud - cloud.marqo.ai
    🔗 www.marqo.ai

71. districtdatalabs/yellowbrick ⭐ 4,221
    Visual analysis and diagnostic tools to facilitate machine learning model selection.
    🔗 www.scikit-yb.org

72. sanchit-gandhi/whisper-jax ⭐ 4,165
    JAX implementation of OpenAI's Whisper model for up to 70x speed-up on TPU.

73. nv-tlabs/GET3D ⭐ 4,142
    Generative Model of High Quality 3D Textured Shapes Learned from Images

74. apple/coremltools ⭐ 4,137
    Core ML tools contain supporting tools for Core ML model conversion, editing, and validation.
    🔗 coremltools.readme.io

75. nmslib/hnswlib ⭐ 4,088
    Header-only C++/python library for fast approximate nearest neighbors
    🔗 github.com/nmslib/hnswlib

76. cmusphinx/pocketsphinx ⭐ 3,798
    A small speech recognizer

77. microsoft/FLAML ⭐ 3,728
    A fast library for AutoML and tuning. Join our Discord: https://discord.gg/Cppx2vSPVP.
    🔗 microsoft.github.io/flaml

78. ourownstory/neural_prophet ⭐ 3,692
    NeuralProphet: A simple forecasting package
    🔗 neuralprophet.com

79. google-gemini/cookbook ⭐ 3,650
    A collection of guides and examples for the Gemini API, including quickstart tutorials for writing prompts.
    🔗 ai.google.dev/gemini-api/docs

80. py-why/EconML ⭐ 3,607
    ALICE (Automated Learning and Intelligence for Causation and Economics) is a Microsoft Research project aimed at applying Artificial Intelligence concepts to economic decision making. One of its goals is to build a toolkit that combines state-of-the-art machine learning techniques with econometrics in order to brin...
    🔗 www.microsoft.com/en-us/research/project/alice

81. huggingface/autotrain-advanced ⭐ 3,530
    AutoTrain Advanced: faster and easier training and deployments of state-of-the-art machine learning models
    🔗 huggingface.co/autotrain

82. thudm/CogVideo ⭐ 3,529
    Text-to-video generation. The repo for ICLR2023 paper "CogVideo: Large-scale Pretraining for Text-to-Video Generation via Transformers"

83. huggingface/notebooks ⭐ 3,385
    Notebooks using the Hugging Face libraries 🤗

84. facebookresearch/vissl ⭐ 3,235
    VISSL is FAIR's library of extensible, modular and scalable components for SOTA Self-Supervised Learning with images.
    🔗 vissl.ai

85. rucaibox/RecBole ⭐ 3,230
    A unified, comprehensive and efficient recommendation library
    🔗 recbole.io

86. yoheinakajima/instagraph ⭐ 3,225
    Converts text input or URL into knowledge graph and displays

87. pytorch/glow ⭐ 3,176
    Compiler for Neural Network hardware accelerators

88. hrnet/HRNet-Semantic-Segmentation ⭐ 3,078
    The OCR approach is rephrased as Segmentation Transformer: https://arxiv.org/abs/1909.11065. This is an official implementation of semantic segmentation for HRNet. https://arxiv.org/abs/1908.07919

89. zjunlp/DeepKE ⭐ 3,075
    [EMNLP 2022] An Open Toolkit for Knowledge Graph Extraction and Construction
    🔗 deepke.zjukg.cn

90. lucidrains/musiclm-pytorch ⭐ 3,065
    Implementation of MusicLM, Google's new SOTA model for music generation using attention networks, in Pytorch

91. mljar/mljar-supervised ⭐ 2,952
    Python package for AutoML on Tabular Data with Feature Engineering, Hyper-Parameters Tuning, Explanations and Automatic Documentation
    🔗 mljar.com

92. lightly-ai/lightly ⭐ 2,798
    A python library for self-supervised learning on images.
    🔗 docs.lightly.ai/self-supervised-learning

93. shankarpandala/lazypredict ⭐ 2,737
    Lazy Predict help build a lot of basic models without much code and helps understand which models works better without any parameter tuning

94. scikit-optimize/scikit-optimize ⭐ 2,731
    Sequential model-based optimization with a scipy.optimize interface
    🔗 scikit-optimize.github.io

95. scikit-learn-contrib/hdbscan ⭐ 2,709
    A high performance implementation of HDBSCAN clustering.
    🔗 hdbscan.readthedocs.io/en/latest

96. google-research/t5x ⭐ 2,547
    T5X is a modular, composable, research-friendly framework for high-performance, configurable, self-service training, evaluation, and inference of sequence models (starting with language) at many scales.

97. huggingface/safetensors ⭐ 2,539
    Implements a new simple format for storing tensors safely (as opposed to pickle) and that is still fast (zero-copy).
    🔗 huggingface.co/docs/safetensors

98. apple/ml-ane-transformers ⭐ 2,499
    Reference implementation of the Transformer architecture optimized for Apple Neural Engine (ANE)

99. scikit-learn-contrib/category_encoders ⭐ 2,378
    A library of sklearn compatible categorical variable encoders
    🔗 contrib.scikit-learn.org/category_encoders

100. freedmand/semantra ⭐ 2,333
     Semantra is a multipurpose tool for semantically searching documents. Query by meaning rather than just by matching text.

101. huggingface/optimum ⭐ 2,245
     🚀 Accelerate training and inference of 🤗 Transformers and 🤗 Diffusers with easy to use hardware optimization tools
     🔗 huggingface.co/docs/optimum/main

102. rom1504/clip-retrieval ⭐ 2,208
     Easily compute clip embeddings and build a clip retrieval system with them
     🔗 rom1504.github.io/clip-retrieval

103. aws/sagemaker-python-sdk ⭐ 2,059
     A library for training and deploying machine learning models on Amazon SageMaker
     🔗 sagemaker.readthedocs.io

104. huggingface/evaluate ⭐ 1,856
     🤗 Evaluate: A library for easily evaluating machine learning models and datasets.
     🔗 huggingface.co/docs/evaluate

105. rentruewang/koila ⭐ 1,816
     Prevent PyTorch's CUDA error: out of memory in just 1 line of code.
     🔗 rentruewang.github.io/koila

106. contextlab/hypertools ⭐ 1,805
     A Python toolbox for gaining geometric insights into high-dimensional data
     🔗 hypertools.readthedocs.io/en/latest

107. linkedin/greykite ⭐ 1,798
     A flexible, intuitive and fast forecasting library

108. bmabey/pyLDAvis ⭐ 1,786
     Python library for interactive topic model visualization. Port of the R LDAvis package.

109. huggingface/huggingface_hub ⭐ 1,780
     The official Python client for the Huggingface Hub.
     🔗 huggingface.co/docs/huggingface_hub

110. eric-mitchell/direct-preference-optimization ⭐ 1,753
     Reference implementation for DPO (Direct Preference Optimization)

111. scikit-learn-contrib/lightning ⭐ 1,706
     Large-scale linear classification, regression and ranking in Python
     🔗 contrib.scikit-learn.org/lightning

112. tensorflow/addons ⭐ 1,679
     Useful extra functionality for TensorFlow 2.x maintained by SIG-addons

113. microsoft/i-Code ⭐ 1,646
     The ambition of the i-Code project is to build integrative and composable multimodal AI. The "i" stands for integrative multimodal learning.

114. castorini/pyserini ⭐ 1,516
     Pyserini is a Python toolkit for reproducible information retrieval research with sparse and dense representations.
     🔗 pyserini.io

115. kubeflow/katib ⭐ 1,446
     Automated Machine Learning on Kubernetes
     🔗 www.kubeflow.org/docs/components/katib

116. visual-layer/fastdup ⭐ 1,443
     fastdup is a powerful free tool designed to rapidly extract valuable insights from your image & video datasets. Assisting you to increase your dataset images & labels quality and reduce your data operations costs at an unparalleled scale.

117. jina-ai/finetuner ⭐ 1,443
     🎯 Task-oriented embedding tuning for BERT, CLIP, etc.
     🔗 finetuner.jina.ai

118. googlecloudplatform/vertex-ai-samples ⭐ 1,439
     Sample code and notebooks for Vertex AI, the end-to-end machine learning platform on Google Cloud
     🔗 cloud.google.com/vertex-ai

119. laekov/fastmoe ⭐ 1,433
     A fast MoE impl for PyTorch
     🔗 fastmoe.ai

120. csinva/imodels ⭐ 1,323
     Interpretable ML package 🔍 for concise, transparent, and accurate predictive modeling (sklearn-compatible).
     🔗 csinva.io/imodels

121. microsoft/Olive ⭐ 1,316
     Olive is an easy-to-use hardware-aware model optimization tool that composes industry-leading techniques across model compression, optimization, and compilation.
     🔗 microsoft.github.io/olive

122. borealisai/advertorch ⭐ 1,279
     A Toolbox for Adversarial Robustness Research

123. awslabs/dgl-ke ⭐ 1,242
     High performance, easy-to-use, and scalable package for learning large-scale knowledge graph embeddings.
     🔗 dglke.dgl.ai/doc

124. microsoft/Semi-supervised-learning ⭐ 1,234
     A Unified Semi-Supervised Learning Codebase (NeurIPS'22)
     🔗 usb.readthedocs.io

125. patchy631/machine-learning ⭐ 1,215
     Machine Learning Tutorials Repository

126. spotify/voyager ⭐ 1,192
     🛰️ An approximate nearest-neighbor search library for Python and Java with a focus on ease of use, simplicity, and deployability.
     🔗 spotify.github.io/voyager

127. google/vizier ⭐ 1,181
     Python-based research interface for blackbox and hyperparameter optimization, based on the internal Google Vizier Service.
     🔗 oss-vizier.readthedocs.io

128. koaning/scikit-lego ⭐ 1,165
     Extra blocks for scikit-learn pipelines.
     🔗 koaning.github.io/scikit-lego

129. automl/TabPFN ⭐ 1,109
     Official implementation of the TabPFN paper (https://arxiv.org/abs/2207.01848) and the tabpfn package.
     🔗 priorlabs.ai

130. lightning-ai/lightning-thunder ⭐ 1,050
     Make PyTorch models up to 40% faster! Thunder is a source to source compiler for PyTorch. It enables using different hardware executors at once; across one or thousands of GPUs.

131. google-research/deeplab2 ⭐ 991
     DeepLab2 is a TensorFlow library for deep labeling, aiming to provide a unified and state-of-the-art TensorFlow codebase for dense pixel labeling tasks.

132. qdrant/fastembed ⭐ 919
     Fast, Accurate, Lightweight Python library to make State of the Art Embedding
     🔗 qdrant.github.io/fastembed

133. davidmrau/mixture-of-experts ⭐ 873
     PyTorch Re-Implementation of "The Sparsely-Gated Mixture-of-Experts Layer" by Noam Shazeer et al. https://arxiv.org/abs/1701.06538

134. lmcinnes/pynndescent ⭐ 857
     A Python nearest neighbor descent for approximate nearest neighbors

135. hazyresearch/safari ⭐ 842
     Convolutions for Sequence Modeling

136. opentensor/bittensor ⭐ 807
     Internet-scale Neural Networks
     🔗 www.bittensor.com

137. nvidia/cuda-python ⭐ 790
     CUDA Python Low-level Bindings
     🔗 nvidia.github.io/cuda-python

138. oml-team/open-metric-learning ⭐ 784
     OML is a PyTorch-based framework to train and validate the models producing high-quality embeddings.
     🔗 open-metric-learning.readthedocs.io/en/latest/index.html

139. criteo/autofaiss ⭐ 764
     Automatically create Faiss knn indices with the most optimal similarity search parameters.
     🔗 criteo.github.io/autofaiss

140. facebookresearch/balance ⭐ 673
     The balance python package offers a simple workflow and methods for dealing with biased data samples when looking to infer from them to some target population of interest.
     🔗 import-balance.org

141. replicate/replicate-python ⭐ 669
     Python client for Replicate
     🔗 replicate.com

142. awslabs/python-deequ ⭐ 657
     Python API for Deequ, a library built on Spark for defining "unit tests for data", which measure data quality in large datasets

143. nicolas-hbt/pygraft ⭐ 646
     Configurable Generation of Synthetic Schemas and Knowledge Graphs at Your Fingertips
     🔗 pygraft.readthedocs.io/en/latest

144. hpcaitech/EnergonAI ⭐ 629
     Large-scale model inference.

145. qdrant/quaterion ⭐ 627
     Blazing fast framework for fine-tuning similarity learning models
     🔗 quaterion.qdrant.tech

146. huggingface/optimum-quanto ⭐ 616
     A pytorch quantization backend for optimum

147. googleapis/python-aiplatform ⭐ 562
     A Python SDK for Vertex AI, a fully managed, end-to-end platform for data science and machine learning.

148. huggingface/exporters ⭐ 559
     Export Hugging Face models to Core ML and TensorFlow Lite

149. pymc-labs/pymc-marketing ⭐ 557
     Bayesian marketing toolbox in PyMC. Media Mix (MMM), customer lifetime value (CLV), buy-till-you-die (BTYD) models and more.
     🔗 www.pymc-marketing.io

150. microsoft/Focal-Transformer ⭐ 543
     [NeurIPS 2021 Spotlight] Official code for "Focal Self-attention for Local-Global Interactions in Vision Transformers"

151. nevronai/MetisFL ⭐ 533
     The first open Federated Learning framework implemented in C++ and Python.
     🔗 metisfl.org

152. cvxgrp/pymde ⭐ 524
     Minimum-distortion embedding with PyTorch
     🔗 pymde.org

153. mrdbourke/m1-machine-learning-test ⭐ 508
     Code for testing various M1 Chip benchmarks with TensorFlow.

154. dylanhogg/gptauthor ⭐ 47
     GPTAuthor is an AI tool for writing long form, multi-chapter stories given a story prompt.

Machine Learning - Deep Learning

Machine learning libraries that cross over with deep learning in some way.

1. tensorflow/tensorflow ⭐ 183,354
   An Open Source Machine Learning Framework for Everyone
   🔗 tensorflow.org

2. pytorch/pytorch ⭐ 79,294
   Tensors and Dynamic neural networks in Python with strong GPU acceleration
   🔗 pytorch.org

3. openai/whisper ⭐ 62,819
   Robust Speech Recognition via Large-Scale Weak Supervision

4. keras-team/keras ⭐ 61,158
   Deep Learning for humans
   🔗 keras.io

5. deepfakes/faceswap ⭐ 49,643
   Deepfakes Software For All
   🔗 www.faceswap.dev

6. iperov/DeepFaceLab ⭐ 45,965
   DeepFaceLab is the leading software for creating deepfakes.

7. facebookresearch/segment-anything ⭐ 44,924
   The repository provides code for running inference with the SegmentAnything Model (SAM), links for downloading the trained model checkpoints, and example notebooks that show how to use the model.

8. microsoft/DeepSpeed ⭐ 33,308
   DeepSpeed is a deep learning optimization library that makes distributed training and inference easy, efficient, and effective.
   🔗 www.deepspeed.ai

9. rwightman/pytorch-image-models ⭐ 30,332
   The largest collection of PyTorch image encoders / backbones. Including train, eval, inference, export scripts, and pretrained weights -- ResNet, ResNeXT, EfficientNet, NFNet, Vision Transformer (ViT), MobileNetV4, MobileNet-V3 & V2, RegNet, DPN, CSPNet, Swin Transformer, MaxViT, CoAtNet, ConvNeXt, and more
   🔗 huggingface.co/docs/timm

10. facebookresearch/detectron2 ⭐ 29,111
    Detectron2 is a platform for object detection, segmentation and other visual recognition tasks.
    🔗 detectron2.readthedocs.io/en/latest

11. lightning-ai/pytorch-lightning ⭐ 27,241
    The deep learning framework to pretrain, finetune and deploy AI models. PyTorch Lightning is just organized PyTorch - Lightning disentangles PyTorch code to decouple the science from the engineering.
    🔗 lightning.ai

12. xinntao/Real-ESRGAN ⭐ 26,601
    Real-ESRGAN aims at developing Practical Algorithms for General Image/Video Restoration.

13. facebookresearch/Detectron ⭐ 26,179
    FAIR's research platform for object detection research, implementing popular algorithms like Mask R-CNN and RetinaNet.

14. matterport/Mask_RCNN ⭐ 24,284
    Mask R-CNN for object detection and instance segmentation on Keras and TensorFlow

15. openai/CLIP ⭐ 22,997
    CLIP (Contrastive Language-Image Pretraining), Predict the most relevant text snippet given an image

16. paddlepaddle/Paddle ⭐ 21,717
    PArallel Distributed Deep LEarning: Machine Learning Framework from Industrial Practice （『飞桨』核心框架，深度学习&机器学习高性能单机、分布式训练和跨平台部署）
    🔗 www.paddlepaddle.org

17. apache/mxnet ⭐ 20,721
    Lightweight, Portable, Flexible Distributed/Mobile Deep Learning with Dynamic, Mutation-aware Dataflow Dep Scheduler; for Python, R, Julia, Scala, Go, Javascript and more
    🔗 mxnet.apache.org

18. pyg-team/pytorch_geometric ⭐ 20,408
    Graph Neural Network Library for PyTorch
    🔗 pyg.org

19. lucidrains/vit-pytorch ⭐ 18,467
    Implementation of Vision Transformer, a simple way to achieve SOTA in vision classification with only a single transformer encoder, in Pytorch

20. sanster/IOPaint ⭐ 17,820
    Image inpainting tool powered by SOTA AI Model. Remove any unwanted object, defect, people from your pictures or erase and replace(powered by stable diffusion) any thing on your pictures.
    🔗 www.iopaint.com

21. rasbt/deeplearning-models ⭐ 16,393
    A collection of various deep learning architectures, models, and tips

22. danielgatis/rembg ⭐ 15,075
    Rembg is a tool to remove images background

23. albumentations-team/albumentations ⭐ 13,616
    Fast and flexible image augmentation library. Paper about the library: https://www.mdpi.com/2078-2489/11/2/125
    🔗 albumentations.ai

24. dmlc/dgl ⭐ 13,130
    Python package built to ease deep learning on graph, on top of existing DL frameworks.
    🔗 dgl.ai

25. facebookresearch/detr ⭐ 13,015
    End-to-End Object Detection with Transformers

26. nvidia/DeepLearningExamples ⭐ 12,797
    State-of-the-Art Deep Learning scripts organized by models - easy to train and deploy with reproducible accuracy and performance on enterprise-grade infrastructure.

27. kornia/kornia ⭐ 9,532
    Geometric Computer Vision Library for Spatial AI
    🔗 kornia.readthedocs.io

28. keras-team/autokeras ⭐ 9,090
    AutoML library for deep learning
    🔗 autokeras.com

29. mlfoundations/open_clip ⭐ 8,857
    An open source implementation of OpenAI's CLIP (Contrastive Language-Image Pre-training)

30. facebookresearch/pytorch3d ⭐ 8,419
    PyTorch3D is FAIR's library of reusable components for deep learning with 3D data
    🔗 pytorch3d.org

31. pyro-ppl/pyro ⭐ 8,411
    Deep universal probabilistic programming with Python and PyTorch
    🔗 pyro.ai

32. nvidia/apex ⭐ 8,128
    A PyTorch Extension: Tools for easy mixed precision and distributed training in Pytorch

33. arogozhnikov/einops ⭐ 8,051
    Flexible and powerful tensor operations for readable and reliable code (for pytorch, jax, TF and others)
    🔗 einops.rocks

34. facebookresearch/ImageBind ⭐ 7,987
    ImageBind One Embedding Space to Bind Them All

35. google/trax ⭐ 7,980
    Trax — Deep Learning with Clear Code and Speed

36. lucidrains/imagen-pytorch ⭐ 7,843
    Implementation of Imagen, Google's Text-to-Image Neural Network, in Pytorch

37. xpixelgroup/BasicSR ⭐ 6,337
    Open Source Image and Video Restoration Toolbox for Super-resolution, Denoise, Deblurring, etc. Currently, it includes EDSR, RCAN, SRResNet, SRGAN, ESRGAN, EDVR, BasicVSR, SwinIR, ECBSR, etc. Also support StyleGAN2, DFDNet.
    🔗 basicsr.readthedocs.io/en/latest

38. google/flax ⭐ 5,684
    Flax is a neural network library for JAX that is designed for flexibility.
    🔗 flax.readthedocs.io

39. skorch-dev/skorch ⭐ 5,669
    A scikit-learn compatible neural network library that wraps PyTorch

40. facebookresearch/mmf ⭐ 5,432
    A modular framework for vision & language multimodal research from Facebook AI Research (FAIR)
    🔗 mmf.sh

41. mosaicml/composer ⭐ 5,052
    Supercharge Your Model Training
    🔗 docs.mosaicml.com

42. pytorch/ignite ⭐ 4,475
    High-level library to help with training and evaluating neural networks in PyTorch flexibly and transparently.
    🔗 pytorch-ignite.ai

43. facebookincubator/AITemplate ⭐ 4,472
    AITemplate is a Python framework which renders neural network into high performance CUDA/HIP C++ code. Specialized for FP16 TensorCore (NVIDIA GPU) and MatrixCore (AMD GPU) inference.

44. deci-ai/super-gradients ⭐ 4,391
    Easily train or fine-tune SOTA computer vision models with one open source training library. The home of Yolo-NAS.
    🔗 www.supergradients.com

45. nvidiagameworks/kaolin ⭐ 4,282
    A PyTorch Library for Accelerating 3D Deep Learning Research

46. williamyang1991/VToonify ⭐ 3,488
    [SIGGRAPH Asia 2022] VToonify: Controllable High-Resolution Portrait Video Style Transfer

47. facebookresearch/PyTorch-BigGraph ⭐ 3,354
    Generate embeddings from large-scale graph-structured data.
    🔗 torchbiggraph.readthedocs.io

48. cvg/LightGlue ⭐ 3,092
    LightGlue: Local Feature Matching at Light Speed (ICCV 2023)

49. google-research/scenic ⭐ 3,076
    Scenic: A Jax Library for Computer Vision Research and Beyond

50. alpa-projects/alpa ⭐ 2,997
    Training and serving large-scale neural networks with auto parallelization.
    🔗 alpa.ai

51. pytorch/botorch ⭐ 2,981
    Bayesian optimization in PyTorch
    🔗 botorch.org

52. deepmind/dm-haiku ⭐ 2,823
    JAX-based neural network library
    🔗 dm-haiku.readthedocs.io

53. explosion/thinc ⭐ 2,803
    🔮 A refreshing functional take on deep learning, compatible with your favorite libraries
    🔗 thinc.ai

54. nerdyrodent/VQGAN-CLIP ⭐ 2,580
    Just playing with getting VQGAN+CLIP running locally, rather than having to use colab.

55. danielegrattarola/spektral ⭐ 2,348
    Graph Neural Networks with Keras and Tensorflow 2.
    🔗 graphneural.network

56. google-research/electra ⭐ 2,301
    ELECTRA: Pre-training Text Encoders as Discriminators Rather Than Generators

57. neuralmagic/sparseml ⭐ 1,995
    Libraries for applying sparsification recipes to neural networks with a few lines of code, enabling faster and smaller models

58. fepegar/torchio ⭐ 1,980
    Medical imaging toolkit for deep learning
    🔗 www.torchio.org

59. pytorch/torchrec ⭐ 1,765
    Pytorch domain library for recommendation systems

60. tensorflow/mesh ⭐ 1,563
    Mesh TensorFlow: Model Parallelism Made Easier

61. vt-vl-lab/FGVC ⭐ 1,547
    [ECCV 2020] Flow-edge Guided Video Completion

62. tensorly/tensorly ⭐ 1,510
    TensorLy: Tensor Learning in Python.
    🔗 tensorly.org

63. calculatedcontent/WeightWatcher ⭐ 1,406
    The WeightWatcher tool for predicting the accuracy of Deep Neural Networks

64. hysts/pytorch_image_classification ⭐ 1,329
    PyTorch implementation of image classification models for CIFAR-10/CIFAR-100/MNIST/FashionMNIST/Kuzushiji-MNIST/ImageNet

65. jeshraghian/snntorch ⭐ 1,143
    Deep and online learning with spiking neural networks in Python
    🔗 snntorch.readthedocs.io/en/latest

66. xl0/lovely-tensors ⭐ 1,060
    Tensors, ready for human consumption
    🔗 xl0.github.io/lovely-tensors

67. tensorflow/similarity ⭐ 1,001
    TensorFlow Similarity is a python package focused on making similarity learning quick and easy.

68. deepmind/android_env ⭐ 966
    RL research on Android devices.

69. keras-team/keras-cv ⭐ 962
    Industry-strength Computer Vision workflows with Keras

70. deepmind/chex ⭐ 735
    Chex is a library of utilities for helping to write reliable JAX code
    🔗 chex.readthedocs.io

71. kakaobrain/rq-vae-transformer ⭐ 713
    The official implementation of Autoregressive Image Generation using Residual Quantization (CVPR '22)

72. whitead/dmol-book ⭐ 588
    Deep learning for molecules and materials book
    🔗 dmol.pub

Machine Learning - Interpretability

Machine learning interpretability libraries. Covers explainability, prediction explainations, dashboards, understanding knowledge development in training.

1. slundberg/shap ⭐ 21,928
   A game theoretic approach to explain the output of any machine learning model.
   🔗 shap.readthedocs.io

2. marcotcr/lime ⭐ 11,369
   Lime: Explaining the predictions of any machine learning classifier

3. interpretml/interpret ⭐ 6,097
   Fit interpretable models. Explain blackbox machine learning.
   🔗 interpret.ml/docs

4. pytorch/captum ⭐ 4,653
   Model interpretability and understanding for PyTorch
   🔗 captum.ai

5. tensorflow/lucid ⭐ 4,623
   A collection of infrastructure and tools for research in neural network interpretability.

6. pair-code/lit ⭐ 3,416
   The Learning Interpretability Tool: Interactively analyze ML models to understand their behavior in an extensible and framework agnostic interface.
   🔗 pair-code.github.io/lit

7. arize-ai/phoenix ⭐ 2,866
   AI Observability & Evaluation
   🔗 docs.arize.com/phoenix

8. teamhg-memex/eli5 ⭐ 2,737
   A library for debugging/inspecting machine learning classifiers and explaining their predictions
   🔗 eli5.readthedocs.io

9. maif/shapash ⭐ 2,670
   🔅 Shapash: User-friendly Explainability and Interpretability to Develop Reliable and Transparent Machine Learning Models
   🔗 maif.github.io/shapash

10. seldonio/alibi ⭐ 2,319
    Algorithms for explaining machine learning models
    🔗 docs.seldon.io/projects/alibi/en/stable

11. oegedijk/explainerdashboard ⭐ 2,249
    Quickly build Explainable AI dashboards that show the inner workings of so-called "blackbox" machine learning models.
    🔗 explainerdashboard.readthedocs.io

12. eleutherai/pythia ⭐ 2,096
    Interpretability analysis and scaling laws to understand how knowledge develops and evolves during training in autoregressive transformers

13. jalammar/ecco ⭐ 1,926
    Explain, analyze, and visualize NLP language models. Ecco creates interactive visualizations directly in Jupyter notebooks explaining the behavior of Transformer-based language models (like GPT2, BERT, RoBERTA, T5, and T0).
    🔗 ecco.readthedocs.io

14. trusted-ai/AIX360 ⭐ 1,549
    Interpretability and explainability of data and machine learning models
    🔗 aix360.res.ibm.com

15. google-deepmind/penzai ⭐ 1,497
    A JAX library for writing models as legible, functional pytree data structures, along with tools for visualizing, modifying, and analyzing them. Penzai focuses on making it easy to do stuff with models after they have been trained
    🔗 penzai.readthedocs.io

16. cdpierse/transformers-interpret ⭐ 1,216
    Model explainability that works seamlessly with 🤗 transformers. Explain your transformers model in just 2 lines of code.

17. ethicalml/xai ⭐ 1,071
    XAI is a Machine Learning library that is designed with AI explainability in its core. XAI contains various tools that enable for analysis and evaluation of data and models
    🔗 ethical.institute/principles.html#commitment-3

18. selfexplainml/PiML-Toolbox ⭐ 898
    PiML (Python Interpretable Machine Learning) toolbox for model development & diagnostics
    🔗 selfexplainml.github.io/piml-toolbox

19. salesforce/OmniXAI ⭐ 821
    OmniXAI: A Library for eXplainable AI

Machine Learning - Ops

MLOps tools, frameworks and libraries: intersection of machine learning, data engineering and DevOps; deployment, health, diagnostics and governance of ML models.

1. apache/airflow ⭐ 34,988
   Apache Airflow - A platform to programmatically author, schedule, and monitor workflows
   🔗 airflow.apache.org

2. ray-project/ray ⭐ 31,650
   Ray is a unified framework for scaling AI and Python applications. Ray consists of a core distributed runtime and a set of AI Libraries for accelerating ML workloads.
   🔗 ray.io

3. mlflow/mlflow ⭐ 17,689
   Open source platform for the machine learning lifecycle
   🔗 mlflow.org

4. spotify/luigi ⭐ 17,446
   Luigi is a Python module that helps you build complex pipelines of batch jobs. It handles dependency resolution, workflow management, visualization etc. It also comes with Hadoop support built in.

5. prefecthq/prefect ⭐ 15,166
   Prefect is a workflow orchestration tool empowering developers to build, observe, and react to data pipelines
   🔗 prefect.io

6. horovod/horovod ⭐ 14,028
   Distributed training framework for TensorFlow, Keras, PyTorch, and Apache MXNet.
   🔗 horovod.ai

7. iterative/dvc ⭐ 13,290
   🦉 ML Experiments and Data Management with Git
   🔗 dvc.org

8. ludwig-ai/ludwig ⭐ 10,923
   Low-code framework for building custom LLMs, neural networks, and other AI models
   🔗 ludwig.ai

9. dagster-io/dagster ⭐ 10,513
   An orchestration platform for the development, production, and observation of data assets.
   🔗 dagster.io

10. great-expectations/great_expectations ⭐ 9,580
    Always know what to expect from your data.
    🔗 docs.greatexpectations.io

11. kedro-org/kedro ⭐ 9,426
    Kedro is a toolbox for production-ready data science. It uses software engineering best practices to help you create data engineering and data science pipelines that are reproducible, maintainable, and modular.
    🔗 kedro.org

12. dbt-labs/dbt-core ⭐ 9,115
    dbt enables data analysts and engineers to transform their data using the same practices that software engineers use to build applications.
    🔗 getdbt.com

13. bentoml/OpenLLM ⭐ 9,094
    Run any open-source LLMs, such as Llama 2, Mistral, as OpenAI compatible API endpoint in the cloud.
    🔗 bentoml.com

14. huggingface/text-generation-inference ⭐ 8,197
    A Rust, Python and gRPC server for text generation inference. Used in production at HuggingFace to power Hugging Chat, the Inference API and Inference Endpoint.
    🔗 hf.co/docs/text-generation-inference

15. activeloopai/deeplake ⭐ 7,811
    Database for AI. Store Vectors, Images, Texts, Videos, etc. Use with LLMs/LangChain. Store, query, version, & visualize any AI data. Stream data in real-time to PyTorch/TensorFlow. https://activeloop.ai
    🔗 activeloop.ai

16. netflix/metaflow ⭐ 7,734
    🚀 Build and manage real-life ML, AI, and data science projects with ease!
    🔗 metaflow.org

17. mage-ai/mage-ai ⭐ 7,281
    🧙 Build, run, and manage data pipelines for integrating and transforming data.
    🔗 www.mage.ai

18. kestra-io/kestra ⭐ 6,896
    Infinitely scalable, event-driven, language-agnostic orchestration and scheduling platform to manage millions of workflows declaratively in code.
    🔗 kestra.io

19. bentoml/BentoML ⭐ 6,694
    The easiest way to serve AI/ML models in production - Build Model Inference Service, LLM APIs, Multi-model Inference Graph/Pipelines, LLM/RAG apps, and more!
    🔗 bentoml.com

20. allegroai/clearml ⭐ 5,354
    ClearML - Auto-Magical CI/CD to streamline your AI workload. Experiment Management, Data Management, Pipeline, Orchestration, Scheduling & Serving in one MLOps/LLMOps solution
    🔗 clear.ml/docs

21. feast-dev/feast ⭐ 5,327
    The Open Source Feature Store for Machine Learning
    🔗 feast.dev

22. flyteorg/flyte ⭐ 5,107
    Scalable and flexible workflow orchestration platform that seamlessly unifies data, ML and analytics stacks.
    🔗 flyte.org

23. aimhubio/aim ⭐ 4,886
    Aim 💫 — An easy-to-use & supercharged open-source experiment tracker.
    🔗 aimstack.io

24. evidentlyai/evidently ⭐ 4,781
    Evaluate and monitor ML models from validation to production. Join our Discord: https://discord.com/invite/xZjKRaNp8b

25. adap/flower ⭐ 4,355
    Flower: A Friendly Federated Learning Framework
    🔗 flower.ai

26. langfuse/langfuse ⭐ 4,147
    🪢 Open source LLM engineering platform: Observability, metrics, evals, prompt management, playground, datasets. Integrates with LlamaIndex, Langchain, OpenAI SDK, LiteLLM, and more. 🍊YC W23
    🔗 langfuse.com/docs

27. orchest/orchest ⭐ 4,026
    Build data pipelines, the easy way 🛠️
    🔗 orchest.readthedocs.io/en/stable

28. zenml-io/zenml ⭐ 3,725
    ZenML 🙏: Build portable, production-ready MLOps pipelines. https://zenml.io.
    🔗 zenml.io

29. polyaxon/polyaxon ⭐ 3,501
    MLOps Tools For Managing & Orchestrating The Machine Learning LifeCycle
    🔗 polyaxon.com

30. kubeflow/pipelines ⭐ 3,479
    Machine Learning Pipelines for Kubeflow
    🔗 www.kubeflow.org/docs/components/pipelines

31. ploomber/ploomber ⭐ 3,407
    The fastest ⚡️ way to build data pipelines. Develop iteratively, deploy anywhere. ☁️
    🔗 docs.ploomber.io

32. towhee-io/towhee ⭐ 3,041
    Towhee is a framework that is dedicated to making neural data processing pipelines simple and fast.
    🔗 towhee.io

33. internlm/xtuner ⭐ 2,995
    An efficient, flexible and full-featured toolkit for fine-tuning LLM (InternLM2, Llama3, Phi3, Qwen, Mistral, ...)

34. determined-ai/determined ⭐ 2,896
    Determined is an open-source machine learning platform that simplifies distributed training, hyperparameter tuning, experiment tracking, and resource management. Works with PyTorch and TensorFlow.
    🔗 determined.ai

35. internlm/lmdeploy ⭐ 2,892
    LMDeploy is a toolkit for compressing, deploying, and serving LLMs.
    🔗 lmdeploy.readthedocs.io/en/latest

36. leptonai/leptonai ⭐ 2,499
    A Pythonic framework to simplify AI service building
    🔗 lepton.ai

37. meltano/meltano ⭐ 1,638
    Meltano: the declarative code-first data integration engine that powers your wildest data and ML-powered product ideas. Say goodbye to writing, maintaining, and scaling your own API integrations.
    🔗 meltano.com

38. dagworks-inc/hamilton ⭐ 1,498
    Hamilton helps data scientists and engineers define testable, modular, self-documenting dataflows, that encode lineage and metadata. Runs and scales everywhere python does.
    🔗 hamilton.dagworks.io/en/latest

39. hi-primus/optimus ⭐ 1,450
    🚚 Agile Data Preparation Workflows made easy with Pandas, Dask, cuDF, Dask-cuDF, Vaex and PySpark
    🔗 hi-optimus.com

40. azure/PyRIT ⭐ 1,390
    The Python Risk Identification Tool for generative AI (PyRIT) is an open access automation framework to empower security professionals and ML engineers to red team foundation models and their applications.

41. kubeflow/examples ⭐ 1,381
    A repository to host extended examples and tutorials

42. dstackai/dstack ⭐ 1,146
    An open-source container orchestration engine for running AI workloads in any cloud or data center. https://discord.gg/u8SmfwPpMd
    🔗 dstack.ai

43. nccr-itmo/FEDOT ⭐ 616
    Automated modeling and machine learning framework FEDOT
    🔗 fedot.readthedocs.io

44. dagworks-inc/burr ⭐ 590
    Build applications that make decisions (chatbots, agents, simulations, etc...). Monitor, persist, and execute on your own infrastructure.
    🔗 burr.dagworks.io

Machine Learning - Reinforcement

Machine learning libraries and toolkits that cross over with reinforcement learning in some way: agent reinforcement learning, agent environemnts, RLHF

1. openai/gym ⭐ 34,056
   A toolkit for developing and comparing reinforcement learning algorithms.
   🔗 www.gymlibrary.dev

2. unity-technologies/ml-agents ⭐ 16,510
   The Unity Machine Learning Agents Toolkit (ML-Agents) is an open-source project that enables games and simulations to serve as environments for training intelligent agents using deep reinforcement learning and imitation learning.
   🔗 unity.com/products/machine-learning-agents

3. openai/baselines ⭐ 15,448
   OpenAI Baselines: high-quality implementations of reinforcement learning algorithms

4. google/dopamine ⭐ 10,400
   Dopamine is a research framework for fast prototyping of reinforcement learning algorithms.
   🔗 github.com/google/dopamine

5. deepmind/pysc2 ⭐ 7,944
   StarCraft II Learning Environment

6. lucidrains/PaLM-rlhf-pytorch ⭐ 7,618
   Implementation of RLHF (Reinforcement Learning with Human Feedback) on top of the PaLM architecture. Basically ChatGPT but with PaLM

7. thu-ml/tianshou ⭐ 7,531
   An elegant PyTorch deep reinforcement learning library.
   🔗 tianshou.org

8. tensorlayer/TensorLayer ⭐ 7,298
   Deep Learning and Reinforcement Learning Library for Scientists and Engineers
   🔗 tensorlayerx.com

9. farama-foundation/Gymnasium ⭐ 6,038
   An API standard for single-agent reinforcement learning environments, with popular reference environments and related utilities (formerly Gym)
   🔗 gymnasium.farama.org

10. keras-rl/keras-rl ⭐ 5,496
    Deep Reinforcement Learning for Keras.
    🔗 keras-rl.readthedocs.io

11. deepmind/dm_control ⭐ 3,601
    Google DeepMind's software stack for physics-based simulation and Reinforcement Learning environments, using MuJoCo.

12. facebookresearch/ReAgent ⭐ 3,533
    A platform for Reasoning systems (Reinforcement Learning, Contextual Bandits, etc.)
    🔗 reagent.ai

13. ai4finance-foundation/ElegantRL ⭐ 3,515
    Massively Parallel Deep Reinforcement Learning. 🔥
    🔗 ai4finance.org

14. deepmind/acme ⭐ 3,410
    A library of reinforcement learning components and agents

15. eureka-research/Eureka ⭐ 2,701
    Official Repository for "Eureka: Human-Level Reward Design via Coding Large Language Models" (ICLR 2024)
    🔗 eureka-research.github.io

16. pettingzoo-team/PettingZoo ⭐ 2,428
    An API standard for multi-agent reinforcement learning environments, with popular reference environments and related utilities
    🔗 pettingzoo.farama.org

17. kzl/decision-transformer ⭐ 2,210
    Official codebase for Decision Transformer: Reinforcement Learning via Sequence Modeling.

18. pytorch/rl ⭐ 1,959
    A modular, primitive-first, python-first PyTorch library for Reinforcement Learning.
    🔗 pytorch.org/rl

19. anthropics/hh-rlhf ⭐ 1,470
    Human preference data for "Training a Helpful and Harmless Assistant with Reinforcement Learning from Human Feedback"
    🔗 arxiv.org/abs/2204.05862

20. humancompatibleai/imitation ⭐ 1,176
    Clean PyTorch implementations of imitation and reward learning algorithms
    🔗 imitation.readthedocs.io

21. arise-initiative/robosuite ⭐ 1,130
    robosuite: A Modular Simulation Framework and Benchmark for Robot Learning
    🔗 robosuite.ai

22. denys88/rl_games ⭐ 769
    RL Games: High performance RL library

Natural Language Processing

Natural language processing libraries and toolkits: text processing, topic modelling, tokenisers, chatbots. Also see the LLMs and ChatGPT category for crossover.

1. huggingface/transformers ⭐ 127,335
   🤗 Transformers: State-of-the-art Machine Learning for Pytorch, TensorFlow, and JAX.
   🔗 huggingface.co/transformers

2. pytorch/fairseq ⭐ 29,557
   Facebook AI Research Sequence-to-Sequence Toolkit written in Python.

3. explosion/spaCy ⭐ 29,033
   💫 Industrial-strength Natural Language Processing (NLP) in Python
   🔗 spacy.io

4. myshell-ai/OpenVoice ⭐ 26,598
   Instant voice cloning by MyShell.
   🔗 research.myshell.ai/open-voice

5. microsoft/unilm ⭐ 18,889
   Large-scale Self-supervised Pre-training Across Tasks, Languages, and Modalities
   🔗 aka.ms/generalai

6. huggingface/datasets ⭐ 18,631
   🤗 The largest hub of ready-to-use datasets for ML models with fast, easy-to-use and efficient data manipulation tools
   🔗 huggingface.co/docs/datasets

7. rare-technologies/gensim ⭐ 15,360
   Topic Modelling for Humans
   🔗 radimrehurek.com/gensim

8. ukplab/sentence-transformers ⭐ 14,169
   Multilingual Sentence & Image Embeddings with BERT
   🔗 www.sbert.net

9. gunthercox/ChatterBot ⭐ 13,940
   ChatterBot is a machine learning, conversational dialog engine for creating chat bots
   🔗 chatterbot.readthedocs.io

10. flairnlp/flair ⭐ 13,654
    A very simple framework for state-of-the-art Natural Language Processing (NLP)
    🔗 flairnlp.github.io/flair

11. nltk/nltk ⭐ 13,152
    NLTK Source
    🔗 www.nltk.org

12. jina-ai/clip-as-service ⭐ 12,249
    🏄 Scalable embedding, reasoning, ranking for images and sentences with CLIP
    🔗 clip-as-service.jina.ai

13. vikparuchuri/marker ⭐ 11,814
    Marker converts PDF, EPUB, and MOBI to markdown. It's 10x faster than nougat, more accurate on most documents, and has low hallucination risk.

14. allenai/allennlp ⭐ 11,698
    An open-source NLP research library, built on PyTorch.
    🔗 www.allennlp.org

15. openai/tiktoken ⭐ 10,735
    tiktoken is a fast BPE tokeniser for use with OpenAI's models.

16. facebookresearch/ParlAI ⭐ 10,438
    A framework for training and evaluating AI models on a variety of openly available dialogue datasets.
    🔗 parl.ai

17. facebookresearch/seamless_communication ⭐ 10,412
    Foundational Models for State-of-the-Art Speech and Text Translation

18. nvidia/NeMo ⭐ 10,401
    A scalable generative AI framework built for researchers and developers working on Large Language Models, Multimodal, and Speech AI (Automatic Speech Recognition and Text-to-Speech)
    🔗 docs.nvidia.com/nemo-framework/user-guide/latest/overview.html

19. google/sentencepiece ⭐ 9,702
    Unsupervised text tokenizer for Neural Network-based text generation.

20. m-bain/whisperX ⭐ 9,630
    WhisperX: Automatic Speech Recognition with Word-level Timestamps (& Diarization)

21. doccano/doccano ⭐ 9,115
    Open source annotation tool for machine learning practitioners.

22. togethercomputer/OpenChatKit ⭐ 9,012
    OpenChatKit provides a powerful, open-source base to create both specialized and general purpose chatbots

23. sloria/TextBlob ⭐ 8,997
    Simple, Pythonic, text processing--Sentiment analysis, part-of-speech tagging, noun phrase extraction, translation, and more.
    🔗 textblob.readthedocs.io

24. clips/pattern ⭐ 8,693
    Web mining module for Python, with tools for scraping, natural language processing, machine learning, network analysis and visualization.
    🔗 github.com/clips/pattern/wiki

25. vikparuchuri/surya ⭐ 8,555
    OCR, layout analysis, reading order, line detection in 90+ languages

26. facebookresearch/nougat ⭐ 8,310
    Implementation of Nougat Neural Optical Understanding for Academic Documents
    🔗 facebookresearch.github.io/nougat

27. speechbrain/speechbrain ⭐ 8,080
    A PyTorch-based Speech Toolkit
    🔗 speechbrain.github.io

28. espnet/espnet ⭐ 8,006
    End-to-End Speech Processing Toolkit
    🔗 espnet.github.io/espnet

29. neuml/txtai ⭐ 7,250
    💡 All-in-one open-source embeddings database for semantic search, LLM orchestration and language model workflows
    🔗 neuml.github.io/txtai

30. deeppavlov/DeepPavlov ⭐ 6,574
    An open source library for deep learning end-to-end dialog systems and chatbots.
    🔗 deeppavlov.ai

31. facebookresearch/metaseq ⭐ 6,413
    A codebase for working with Open Pre-trained Transformers, originally forked from fairseq.

32. kingoflolz/mesh-transformer-jax ⭐ 6,238
    Model parallel transformers in JAX and Haiku

33. maartengr/BERTopic ⭐ 5,687
    Leveraging BERT and c-TF-IDF to create easily interpretable topics.
    🔗 maartengr.github.io/bertopic

34. minimaxir/textgenrnn ⭐ 4,946
    Easily train your own text-generating neural network of any size and complexity on any text dataset with a few lines of code.

35. prefecthq/marvin ⭐ 4,895
    ✨ Build AI interfaces that spark joy
    🔗 askmarvin.ai

36. salesforce/CodeGen ⭐ 4,811
    CodeGen is a family of open-source model for program synthesis. Trained on TPU-v4. Competitive with OpenAI Codex.

37. aiwaves-cn/agents ⭐ 4,621
    An Open-source Framework for Autonomous Language Agents
    🔗 www.aiwaves-agents.com

38. layout-parser/layout-parser ⭐ 4,575
    A Unified Toolkit for Deep Learning Based Document Image Analysis
    🔗 layout-parser.github.io

39. facebookresearch/DrQA ⭐ 4,467
    Reading Wikipedia to Answer Open-Domain Questions

40. makcedward/nlpaug ⭐ 4,334
    Data augmentation for NLP
    🔗 makcedward.github.io

41. thilinarajapakse/simpletransformers ⭐ 4,019
    Transformers for Information Retrieval, Text Classification, NER, QA, Language Modelling, Language Generation, T5, Multi-Modal, and Conversational AI
    🔗 simpletransformers.ai

42. life4/textdistance ⭐ 3,321
    📐 Compute distance between sequences. 30+ algorithms, pure python implementation, common interface, optional external libs usage.

43. jsvine/markovify ⭐ 3,285
    A simple, extensible Markov chain generator.

44. maartengr/KeyBERT ⭐ 3,278
    Minimal keyword extraction with BERT
    🔗 maartengr.github.io/keybert

45. argilla-io/argilla ⭐ 3,172
    Argilla is a collaboration platform for AI engineers and domain experts that require high-quality outputs, full data ownership, and overall efficiency.
    🔗 docs.argilla.io

46. bytedance/lightseq ⭐ 3,111
    LightSeq: A High Performance Library for Sequence Processing and Generation

47. promptslab/Promptify ⭐ 3,086
    Prompt Engineering | Prompt Versioning | Use GPT or other prompt based models to get structured output. Join our discord for Prompt-Engineering, LLMs and other latest research
    🔗 discord.gg/m88xfymbk6

48. errbotio/errbot ⭐ 3,076
    Errbot is a chatbot, a daemon that connects to your favorite chat service and bring your tools and some fun into the conversation.
    🔗 errbot.io

49. huawei-noah/Pretrained-Language-Model ⭐ 2,977
    Pretrained language model and its related optimization techniques developed by Huawei Noah's Ark Lab.

50. neuralmagic/deepsparse ⭐ 2,909
    Sparsity-aware deep learning inference runtime for CPUs
    🔗 neuralmagic.com/deepsparse

51. jbesomi/texthero ⭐ 2,874
    Text preprocessing, representation and visualization from zero to hero.
    🔗 texthero.org

52. ddangelov/Top2Vec ⭐ 2,865
    Top2Vec learns jointly embedded topic, document and word vectors.

53. huggingface/neuralcoref ⭐ 2,827
    ✨Fast Coreference Resolution in spaCy with Neural Networks
    🔗 huggingface.co/coref

54. salesforce/CodeT5 ⭐ 2,630
    Home of CodeT5: Open Code LLMs for Code Understanding and Generation
    🔗 arxiv.org/abs/2305.07922

55. bigscience-workshop/promptsource ⭐ 2,550
    Toolkit for creating, sharing and using natural language prompts.

56. huggingface/setfit ⭐ 2,045
    SetFit is an efficient and prompt-free framework for few-shot fine-tuning of Sentence Transformers.
    🔗 hf.co/docs/setfit

57. jamesturk/jellyfish ⭐ 2,003
    🪼 a python library for doing approximate and phonetic matching of strings.
    🔗 jamesturk.github.io/jellyfish

58. alibaba/EasyNLP ⭐ 1,970
    EasyNLP: A Comprehensive and Easy-to-use NLP Toolkit

59. thudm/P-tuning-v2 ⭐ 1,915
    An optimized deep prompt tuning strategy comparable to fine-tuning across scales and tasks

60. marella/ctransformers ⭐ 1,741
    Python bindings for the Transformer models implemented in C/C++ using GGML library.

61. deepset-ai/FARM ⭐ 1,729
    🏡 Fast & easy transfer learning for NLP. Harvesting language models for the industry. Focus on Question Answering.
    🔗 farm.deepset.ai

62. featureform/featureform ⭐ 1,728
    The Virtual Feature Store. Turn your existing data infrastructure into a feature store.
    🔗 www.featureform.com

63. franck-dernoncourt/NeuroNER ⭐ 1,682
    Named-entity recognition using neural networks. Easy-to-use and state-of-the-art results.
    🔗 neuroner.com

64. plasticityai/magnitude ⭐ 1,614
    A fast, efficient universal vector embedding utility package.

65. arxiv-vanity/arxiv-vanity ⭐ 1,598
    Renders papers from arXiv as responsive web pages so you don't have to squint at a PDF.
    🔗 www.arxiv-vanity.com

66. google-research/language ⭐ 1,573
    Shared repository for open-sourced projects from the Google AI Language team.
    🔗 ai.google/research/teams/language

67. explosion/spacy-models ⭐ 1,531
    💫 Models for the spaCy Natural Language Processing (NLP) library
    🔗 spacy.io

68. chrismattmann/tika-python ⭐ 1,435
    Tika-Python is a Python binding to the Apache Tika™ REST services allowing Tika to be called natively in the Python community.

69. dmmiller612/bert-extractive-summarizer ⭐ 1,359
    Easy to use extractive text summarization with BERT

70. gunthercox/chatterbot-corpus ⭐ 1,350
    A multilingual dialog corpus
    🔗 chatterbot-corpus.readthedocs.io

71. jonasgeiping/cramming ⭐ 1,254
    Cramming the training of a (BERT-type) language model into limited compute.

72. nomic-ai/nomic ⭐ 1,052
    Interact, analyze and structure massive text, image, embedding, audio and video datasets
    🔗 atlas.nomic.ai

73. abertsch72/unlimiformer ⭐ 1,036
    Public repo for the NeurIPS 2023 paper "Unlimiformer: Long-Range Transformers with Unlimited Length Input"

74. intellabs/fastRAG ⭐ 1,029
    Efficient Retrieval Augmentation and Generation Framework

75. pemistahl/lingua-py ⭐ 969
    The most accurate natural language detection library for Python, suitable for short text and mixed-language text

76. openai/grade-school-math ⭐ 915
    GSM8K, a dataset of 8.5K high quality linguistically diverse grade school math word problems

77. norskregnesentral/skweak ⭐ 914
    skweak: A software toolkit for weak supervision applied to NLP tasks

78. urchade/GLiNER ⭐ 774
    Generalist and Lightweight Model for Named Entity Recognition (Extract any entity types from texts) @ NAACL 2024
    🔗 arxiv.org/abs/2311.08526

79. explosion/spacy-streamlit ⭐ 772
    👑 spaCy building blocks and visualizers for Streamlit apps
    🔗 share.streamlit.io/ines/spacy-streamlit-demo/master/app.py

80. paddlepaddle/RocketQA ⭐ 751
    🚀 RocketQA, dense retrieval for information retrieval and question answering, including both Chinese and English state-of-the-art models.

81. keras-team/keras-nlp ⭐ 719
    Modular Natural Language Processing workflows with Keras

82. explosion/spacy-stanza ⭐ 716
    💥 Use the latest Stanza (StanfordNLP) research models directly in spaCy

Packaging

Python packaging, dependency management and bundling.

1. pyenv/pyenv ⭐ 37,379
   pyenv lets you easily switch between multiple versions of Python.

2. python-poetry/poetry ⭐ 29,911
   Python packaging and dependency management made easy
   🔗 python-poetry.org

3. pypa/pipenv ⭐ 24,665
   A virtualenv management tool that supports a multitude of systems and nicely bridges the gaps between pip, python and virtualenv.
   🔗 pipenv.pypa.io

4. astral-sh/uv ⭐ 12,351
   An extremely fast Python package installer and resolver, written in Rust. Designed as a drop-in replacement for pip and pip-compile.
   🔗 astral.sh

5. mitsuhiko/rye ⭐ 11,873
   a Hassle-Free Python Experience
   🔗 rye.astral.sh

6. pyinstaller/pyinstaller ⭐ 11,430
   Freeze (package) Python programs into stand-alone executables
   🔗 www.pyinstaller.org

7. pypa/pipx ⭐ 9,279
   Install and Run Python Applications in Isolated Environments
   🔗 pipx.pypa.io

8. jazzband/pip-tools ⭐ 7,530
   A set of tools to keep your pinned Python dependencies fresh (pip-compile + pip-sync)
   🔗 pip-tools.rtfd.io

9. pdm-project/pdm ⭐ 7,211
   A modern Python package and dependency manager supporting the latest PEP standards
   🔗 pdm-project.org

10. mamba-org/mamba ⭐ 6,422
    The Fast Cross-Platform Package Manager: mamba is a reimplementation of the conda package manager in C++
    🔗 mamba.readthedocs.io

11. conda/conda ⭐ 6,184
    A system-level, binary package and environment manager running on all major operating systems and platforms.
    🔗 docs.conda.io/projects/conda

12. conda-forge/miniforge ⭐ 5,597
    A conda-forge distribution.
    🔗 conda-forge.org/miniforge

13. pypa/hatch ⭐ 5,562
    Modern, extensible Python project management
    🔗 hatch.pypa.io/latest

14. indygreg/PyOxidizer ⭐ 5,272
    A modern Python application packaging and distribution tool

15. pypa/virtualenv ⭐ 4,739
    A tool to create isolated Python environments. Since Python 3.3, a subset of it has been integrated into the standard lib venv module.
    🔗 virtualenv.pypa.io

16. spack/spack ⭐ 4,061
    A flexible package manager that supports multiple versions, configurations, platforms, and compilers.
    🔗 spack.io

17. pantsbuild/pex ⭐ 2,479
    A tool for generating .pex (Python EXecutable) files, lock files and venvs.
    🔗 docs.pex-tool.org

18. beeware/briefcase ⭐ 2,419
    Tools to support converting a Python project into a standalone native application.
    🔗 briefcase.readthedocs.io

19. pypa/flit ⭐ 2,118
    Simplified packaging of Python modules
    🔗 flit.pypa.io

20. prefix-dev/pixi ⭐ 2,089
    pixi is a cross-platform, multi-language package manager and workflow tool built on the foundation of the conda ecosystem.
    🔗 pixi.sh

21. linkedin/shiv ⭐ 1,702
    shiv is a command line utility for building fully self contained Python zipapps as outlined in PEP 441, but with all their dependencies included.

22. marcelotduarte/cx_Freeze ⭐ 1,268
    cx_Freeze creates standalone executables from Python scripts, with the same performance, is cross-platform and should work on any platform that Python itself works on.
    🔗 marcelotduarte.github.io/cx_freeze

23. ofek/pyapp ⭐ 1,087
    Runtime installer for Python applications
    🔗 ofek.dev/pyapp

24. pypa/gh-action-pypi-publish ⭐ 861
    The blessed GitHub Action, for publishing your 📦 distribution files to PyPI: https://github.com/marketplace/actions/pypi-publish
    🔗 packaging.python.org/guides/publishing-package-distribution-releases-using-github-actions-ci-cd-workflows

25. py2exe/py2exe ⭐ 771
    Create standalone Windows programs from Python code
    🔗 www.py2exe.org

26. prefix-dev/rip ⭐ 624
    RIP is a library that allows the resolving and installing of Python PyPI packages from Rust into a virtual environment. It's based on our experience with building Rattler and aims to provide the same experience but for PyPI instead of Conda.
    🔗 prefix.dev

27. snok/install-poetry ⭐ 545
    Github action for installing and configuring Poetry

28. python-poetry/install.python-poetry.org ⭐ 181
    The official Poetry installation script
    🔗 install.python-poetry.org

Pandas

Pandas and dataframe libraries: data analysis, statistical reporting, pandas GUIs, pandas performance optimisations.

1. pandas-dev/pandas ⭐ 42,339
   Flexible and powerful data analysis / manipulation library for Python, providing labeled data structures similar to R data.frame objects, statistical functions, and much more
   🔗 pandas.pydata.org

2. pola-rs/polars ⭐ 27,040
   Dataframes powered by a multithreaded, vectorized query engine, written in Rust
   🔗 docs.pola.rs

3. duckdb/duckdb ⭐ 18,808
   DuckDB is an analytical in-process SQL database management system
   🔗 www.duckdb.org

4. ydataai/ydata-profiling ⭐ 12,160
   1 Line of code data quality profiling & exploratory data analysis for Pandas and Spark DataFrames.
   🔗 docs.profiling.ydata.ai

5. gventuri/pandas-ai ⭐ 11,483
   Chat with your database (SQL, CSV, pandas, polars, mongodb, noSQL, etc). PandasAI makes data analysis conversational using LLMs (GPT 3.5 / 4, Anthropic, VertexAI) and RAG.
   🔗 pandas-ai.com

6. kanaries/pygwalker ⭐ 10,510
   PyGWalker: Turn your pandas dataframe into an interactive UI for visual analysis
   🔗 kanaries.net/pygwalker

7. rapidsai/cudf ⭐ 7,874
   cuDF is a GPU DataFrame library for loading joining, aggregating, filtering, and otherwise manipulating data
   🔗 docs.rapids.ai/api/cudf/stable

8. aws/aws-sdk-pandas ⭐ 3,832
   pandas on AWS - Easy integration with Athena, Glue, Redshift, Timestream, Neptune, OpenSearch, QuickSight, Chime, CloudWatchLogs, DynamoDB, EMR, SecretManager, PostgreSQL, MySQL, SQLServer and S3 (Parquet, CSV, JSON and EXCEL).
   🔗 aws-sdk-pandas.readthedocs.io

9. nalepae/pandarallel ⭐ 3,554
   A simple and efficient tool to parallelize Pandas operations on all available CPUs
   🔗 nalepae.github.io/pandarallel

10. blaze/blaze ⭐ 3,180
    NumPy and Pandas interface to Big Data
    🔗 blaze.pydata.org

11. adamerose/PandasGUI ⭐ 3,141
    A GUI for Pandas DataFrames

12. unionai-oss/pandera ⭐ 3,086
    A light-weight, flexible, and expressive statistical data testing library
    🔗 www.union.ai/pandera

13. pydata/pandas-datareader ⭐ 2,839
    Extract data from a wide range of Internet sources into a pandas DataFrame.
    🔗 pydata.github.io/pandas-datareader/stable/index.html

14. scikit-learn-contrib/sklearn-pandas ⭐ 2,789
    Pandas integration with sklearn

15. jmcarpenter2/swifter ⭐ 2,480
    A package which efficiently applies any function to a pandas dataframe or series in the fastest available manner

16. delta-io/delta-rs ⭐ 1,905
    A native Rust library for Delta Lake, with bindings into Python
    🔗 delta-io.github.io/delta-rs

17. fugue-project/fugue ⭐ 1,899
    A unified interface for distributed computing. Fugue executes SQL, Python, Pandas, and Polars code on Spark, Dask and Ray without any rewrites.
    🔗 fugue-tutorials.readthedocs.io

18. eventual-inc/Daft ⭐ 1,809
    Distributed DataFrame for Python designed for the cloud, powered by Rust
    🔗 getdaft.io

19. pyjanitor-devs/pyjanitor ⭐ 1,299
    Clean APIs for data cleaning. Python implementation of R package Janitor
    🔗 pyjanitor-devs.github.io/pyjanitor

20. machow/siuba ⭐ 1,117
    Python library for using dplyr like syntax with pandas and SQL
    🔗 siuba.org

21. renumics/spotlight ⭐ 1,024
    Interactively explore unstructured datasets from your dataframe.
    🔗 renumics.com

22. holoviz/hvplot ⭐ 989
    A high-level plotting API for pandas, dask, xarray, and networkx built on HoloViews
    🔗 hvplot.holoviz.org

23. tkrabel/bamboolib ⭐ 936
    bamboolib - a GUI for pandas DataFrames
    🔗 bamboolib.com

24. mwouts/itables ⭐ 695
    This packages changes how Pandas and Polars DataFrames are rendered in Jupyter Notebooks. With itables you can display your tables as interactive DataTables that you can sort, paginate, scroll or filter.
    🔗 mwouts.github.io/itables

Performance

Performance, parallelisation and low level libraries.

1. celery/celery ⭐ 23,837
   Distributed Task Queue (development branch)
   🔗 docs.celeryq.dev

2. google/flatbuffers ⭐ 22,238
   FlatBuffers: Memory Efficient Serialization Library
   🔗 flatbuffers.dev

3. pybind/pybind11 ⭐ 15,004
   Seamless operability between C++11 and Python
   🔗 pybind11.readthedocs.io

4. exaloop/codon ⭐ 13,935
   A high-performance, zero-overhead, extensible Python compiler using LLVM
   🔗 docs.exaloop.io/codon

5. dask/dask ⭐ 12,141
   Parallel computing with task scheduling
   🔗 dask.org

6. numba/numba ⭐ 9,556
   NumPy aware dynamic Python compiler using LLVM
   🔗 numba.pydata.org

7. modin-project/modin ⭐ 9,546
   Modin: Scale your Pandas workflows by changing a single line of code
   🔗 modin.readthedocs.io

8. nebuly-ai/nebuly ⭐ 8,362
   The user analytics platform for LLMs
   🔗 www.nebuly.com

9. vaexio/vaex ⭐ 8,197
   Out-of-Core hybrid Apache Arrow/NumPy DataFrame for Python, ML, visualization and exploration of big tabular data at a billion rows per second 🚀
   🔗 vaex.io

10. mher/flower ⭐ 6,233
    Real-time monitor and web admin for Celery distributed task queue
    🔗 flower.readthedocs.io

11. python-trio/trio ⭐ 5,942
    Trio – a friendly Python library for async concurrency and I/O
    🔗 trio.readthedocs.io

12. ultrajson/ultrajson ⭐ 4,264
    Ultra fast JSON decoder and encoder written in C with Python bindings
    🔗 pypi.org/project/ujson

13. facebookincubator/cinder ⭐ 3,392
    Cinder is Meta's internal performance-oriented production version of CPython.
    🔗 trycinder.com

14. tlkh/asitop ⭐ 3,080
    Perf monitoring CLI tool for Apple Silicon
    🔗 tlkh.github.io/asitop

15. ipython/ipyparallel ⭐ 2,560
    IPython Parallel: Interactive Parallel Computing in Python
    🔗 ipyparallel.readthedocs.io

16. h5py/h5py ⭐ 2,028
    HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5 binary data format.
    🔗 www.h5py.org

17. intel/intel-extension-for-transformers ⭐ 2,002
    ⚡ Build your chatbot within minutes on your favorite device; offer SOTA compression techniques for LLMs; run LLMs efficiently on Intel Platforms⚡

18. airtai/faststream ⭐ 1,939
    FastStream is a powerful and easy-to-use Python framework for building asynchronous services interacting with event streams such as Apache Kafka, RabbitMQ, NATS and Redis.
    🔗 faststream.airt.ai/latest

19. faster-cpython/ideas ⭐ 1,660
    Discussion and work tracker for Faster CPython project.

20. agronholm/anyio ⭐ 1,649
    High level asynchronous concurrency and networking framework that works on top of either trio or asyncio

21. dask/distributed ⭐ 1,549
    A distributed task scheduler for Dask
    🔗 distributed.dask.org

22. tiangolo/asyncer ⭐ 1,487
    Asyncer, async and await, focused on developer experience.
    🔗 asyncer.tiangolo.com

23. intel/intel-extension-for-pytorch ⭐ 1,426
    A Python package for extending the official PyTorch that can easily obtain performance on Intel platform

24. nschloe/perfplot ⭐ 1,316
    📈 Performance analysis for Python snippets

25. intel/scikit-learn-intelex ⭐ 1,172
    Intel(R) Extension for Scikit-learn is a seamless way to speed up your Scikit-learn application
    🔗 intel.github.io/scikit-learn-intelex

26. markshannon/faster-cpython ⭐ 938
    How to make CPython faster.

27. zerointensity/pointers.py ⭐ 907
    Bringing the hell of pointers to Python.
    🔗 pointers.zintensity.dev

28. brandtbucher/specialist ⭐ 613
    Visualize CPython's specializing, adaptive interpreter. 🔥

Profiling

Memory and CPU/GPU profiling tools and libraries.

1. bloomberg/memray ⭐ 12,702
   Memray is a memory profiler for Python
   🔗 bloomberg.github.io/memray

2. benfred/py-spy ⭐ 12,024
   Sampling profiler for Python programs

3. plasma-umass/scalene ⭐ 11,290
   Scalene: a high-performance, high-precision CPU, GPU, and memory profiler for Python with AI-powered optimization proposals

4. joerick/pyinstrument ⭐ 6,245
   🚴 Call stack profiler for Python. Shows you why your code is slow!
   🔗 pyinstrument.readthedocs.io

5. gaogaotiantian/viztracer ⭐ 4,549
   VizTracer is a low-overhead logging/debugging/profiling tool that can trace and visualize your python code execution.
   🔗 viztracer.readthedocs.io

6. pythonprofilers/memory_profiler ⭐ 4,253
   Monitor Memory usage of Python code
   🔗 pypi.python.org/pypi/memory_profiler

7. reloadware/reloadium ⭐ 2,724
   Hot Reloading and Profiling for Python
   🔗 reloadium.io

8. pyutils/line_profiler ⭐ 2,532
   Line-by-line profiling for Python

9. jiffyclub/snakeviz ⭐ 2,261
   An in-browser Python profile viewer
   🔗 jiffyclub.github.io/snakeviz

10. p403n1x87/austin ⭐ 1,375
    Python frame stack sampler for CPython
    🔗 pypi.org/project/austin-dist

11. pythonspeed/filprofiler ⭐ 820
    A Python memory profiler for data processing and scientific computing applications
    🔗 pythonspeed.com/products/filmemoryprofiler

Security

Security related libraries: vulnerability discovery, SQL injection, environment auditing.

1. swisskyrepo/PayloadsAllTheThings ⭐ 57,603
   A list of useful payloads and bypass for Web Application Security and Pentest/CTF
   🔗 swisskyrepo.github.io/payloadsallthethings

2. certbot/certbot ⭐ 31,011
   Certbot is EFF's tool to obtain certs from Let's Encrypt and (optionally) auto-enable HTTPS on your server. It can also act as a client for any other CA that uses the ACME protocol.

3. sqlmapproject/sqlmap ⭐ 30,947
   Automatic SQL injection and database takeover tool
   🔗 sqlmap.org

4. aquasecurity/trivy ⭐ 21,803
   Find vulnerabilities, misconfigurations, secrets, SBOM in containers, Kubernetes, code repositories, clouds and more
   🔗 aquasecurity.github.io/trivy

5. bridgecrewio/checkov ⭐ 6,649
   Checkov is a static code analysis tool for infrastructure as code (IaC) and also a software composition analysis (SCA) tool for images and open source packages.
   🔗 www.checkov.io

6. nccgroup/ScoutSuite ⭐ 6,272
   Multi-Cloud Security Auditing Tool

7. pycqa/bandit ⭐ 6,080
   Bandit is a tool designed to find common security issues in Python code.
   🔗 bandit.readthedocs.io

8. stamparm/maltrail ⭐ 5,837
   Malicious traffic detection system

9. rhinosecuritylabs/pacu ⭐ 4,116
   The AWS exploitation framework, designed for testing the security of Amazon Web Services environments.
   🔗 rhinosecuritylabs.com/aws/pacu-open-source-aws-exploitation-framework

10. dashingsoft/pyarmor ⭐ 2,990
    A tool used to obfuscate python scripts, bind obfuscated scripts to fixed machine or expire obfuscated scripts.
    🔗 pyarmor.dashingsoft.com

11. luijait/DarkGPT ⭐ 1,824
    DarkGPT is an OSINT assistant based on GPT-4-200K (recommended use) designed to perform queries on leaked databases, thus providing an artificial intelligence assistant that can be useful in your traditional OSINT processes.

12. pyupio/safety ⭐ 1,648
    Safety checks Python dependencies for known security vulnerabilities and suggests the proper remediations for vulnerabilities detected.
    🔗 safetycli.com/product/safety-cli

13. trailofbits/pip-audit ⭐ 932
    Audits Python environments, requirements files and dependency trees for known security vulnerabilities, and can automatically fix them
    🔗 pypi.org/project/pip-audit

14. fadi002/de4py ⭐ 788
    toolkit for python reverse engineering
    🔗 de4py.000.pe

Simulation

Simulation libraries: robotics, economic, agent-based, traffic, physics, astronomy, chemistry, quantum simulation. Also see the Maths and Science category for crossover.

1. atsushisakai/PythonRobotics ⭐ 22,054
   Python sample codes for robotics algorithms.
   🔗 atsushisakai.github.io/pythonrobotics

2. bulletphysics/bullet3 ⭐ 12,088
   Bullet Physics SDK: real-time collision detection and multi-physics simulation for VR, games, visual effects, robotics, machine learning etc.
   🔗 bulletphysics.org

3. isl-org/Open3D ⭐ 10,673
   Open3D: A Modern Library for 3D Data Processing
   🔗 www.open3d.org

4. qiskit/qiskit ⭐ 4,750
   Qiskit is an open-source SDK for working with quantum computers at the level of extended quantum circuits, operators, and primitives.
   🔗 www.ibm.com/quantum/qiskit

5. astropy/astropy ⭐ 4,273
   Astronomy and astrophysics core library
   🔗 www.astropy.org

6. quantumlib/Cirq ⭐ 4,180
   A python framework for creating, editing, and invoking Noisy Intermediate Scale Quantum (NISQ) circuits.

7. openai/mujoco-py ⭐ 2,763
   MuJoCo is a physics engine for detailed, efficient rigid body simulations with contacts. mujoco-py allows using MuJoCo from Python 3.

8. rdkit/rdkit ⭐ 2,484
   The official sources for the RDKit library

9. taichi-dev/difftaichi ⭐ 2,411
   10 differentiable physical simulators built with Taichi differentiable programming (DiffTaichi, ICLR 2020)

10. projectmesa/mesa ⭐ 2,267
    Mesa is an open-source Python library for agent-based modeling, ideal for simulating complex systems and exploring emergent behaviors.
    🔗 mesa.readthedocs.io

11. google/brax ⭐ 2,107
    Massively parallel rigidbody physics simulation on accelerator hardware.

12. quantecon/QuantEcon.py ⭐ 1,884
    A community based Python library for quantitative economics
    🔗 quantecon.org/quantecon-py

13. facebookresearch/habitat-lab ⭐ 1,782
    A modular high-level library to train embodied AI agents across a variety of tasks and environments.
    🔗 aihabitat.org

14. nvidia/warp ⭐ 1,756
    A Python framework for high performance GPU simulation and graphics
    🔗 nvidia.github.io/warp

15. microsoft/PromptCraft-Robotics ⭐ 1,749
    Community for applying LLMs to robotics and a robot simulator with ChatGPT integration
    🔗 aka.ms/chatgpt-robotics

16. nvidia-omniverse/IsaacGymEnvs ⭐ 1,720
    Example RL environments for the NVIDIA Isaac Gym high performance environments

17. deepmodeling/deepmd-kit ⭐ 1,392
    A deep learning package for many-body potential energy representation and molecular dynamics
    🔗 docs.deepmodeling.com/projects/deepmd

18. nvidia-omniverse/IsaacLab ⭐ 1,297
    Unified framework for robot learning built on NVIDIA Isaac Sim
    🔗 isaac-sim.github.io/isaaclab

19. sail-sg/envpool ⭐ 1,032
    C++-based high-performance parallel environment execution engine (vectorized env) for general RL environments.
    🔗 envpool.readthedocs.io

20. a-r-j/graphein ⭐ 992
    Protein Graph Library
    🔗 graphein.ai

21. hardmaru/estool ⭐ 923
    Evolution Strategies Tool

22. viblo/pymunk ⭐ 896
    Pymunk is a easy-to-use pythonic 2d physics library that can be used whenever you need 2d rigid body physics from Python
    🔗 www.pymunk.org

23. bowang-lab/scGPT ⭐ 892
    scGPT: Towards Building a Foundation Model for Single-Cell Multi-omics Using Generative AI
    🔗 scgpt.readthedocs.io/en/latest

24. facebookresearch/fairo ⭐ 835
    A modular embodied agent architecture and platform for building embodied agents

25. google-deepmind/materials_discovery ⭐ 825
    Graph Networks for Materials Science (GNoME) is a project centered around scaling machine learning methods to tackle materials science.

26. google/evojax ⭐ 795
    EvoJAX is a scalable, general purpose, hardware-accelerated neuroevolution toolkit built on the JAX library

27. nvidia-omniverse/OmniIsaacGymEnvs ⭐ 740
    Reinforcement Learning Environments for Omniverse Isaac Gym

28. eureka-research/DrEureka ⭐ 713
    Official Repository for "DrEureka: Language Model Guided Sim-To-Real Transfer" (RSS 2024)
    🔗 eureka-research.github.io/dr-eureka

Study

Miscellaneous study resources: algorithms, general resources, system design, code repos for textbooks, best practices, tutorials.

1. thealgorithms/Python ⭐ 181,250
   All Algorithms implemented in Python
   🔗 the-algorithms.com

2. microsoft/generative-ai-for-beginners ⭐ 46,861
   18 Lessons, Get Started Building with Generative AI 🔗 https://microsoft.github.io/generative-ai-for-beginners/
   🔗 microsoft.github.io/generative-ai-for-beginners

3. jakevdp/PythonDataScienceHandbook ⭐ 41,783
   Python Data Science Handbook: full text in Jupyter Notebooks
   🔗 jakevdp.github.io/pythondatasciencehandbook

4. mlabonne/llm-course ⭐ 32,745
   Course to get into Large Language Models (LLMs) with roadmaps and Colab notebooks.
   🔗 mlabonne.github.io/blog

5. realpython/python-guide ⭐ 27,850
   Python best practices guidebook, written for humans.
   🔗 docs.python-guide.org

6. christoschristofidis/awesome-deep-learning ⭐ 23,115
   A curated list of awesome Deep Learning tutorials, projects and communities.

7. d2l-ai/d2l-en ⭐ 22,116
   Interactive deep learning book with multi-framework code, math, and discussions. Adopted at 500 universities from 70 countries including Stanford, MIT, Harvard, and Cambridge.
   🔗 d2l.ai

8. wesm/pydata-book ⭐ 21,501
   Materials and IPython notebooks for "Python for Data Analysis" by Wes McKinney, published by O'Reilly Media

9. rasbt/LLMs-from-scratch ⭐ 18,986
   Implementing a ChatGPT-like LLM in PyTorch from scratch, step by step
   🔗 www.manning.com/books/build-a-large-language-model-from-scratch

10. microsoft/recommenders ⭐ 18,238
    Best Practices on Recommendation Systems
    🔗 recommenders-team.github.io/recommenders/intro.html

11. fchollet/deep-learning-with-python-notebooks ⭐ 17,875
    Jupyter notebooks for the code samples of the book "Deep Learning with Python"

12. hannibal046/Awesome-LLM ⭐ 15,416
    Awesome-LLM: a curated list of Large Language Model

13. graykode/nlp-tutorial ⭐ 13,816
    Natural Language Processing Tutorial for Deep Learning Researchers
    🔗 www.reddit.com/r/machinelearning/comments/amfinl/project_nlptutoral_repository_who_is_studying

14. shangtongzhang/reinforcement-learning-an-introduction ⭐ 13,261
    Python Implementation of Reinforcement Learning: An Introduction

15. karpathy/nn-zero-to-hero ⭐ 10,666
    Neural Networks: Zero to Hero

16. eugeneyan/open-llms ⭐ 10,417
    📋 A list of open LLMs available for commercial use.

17. naklecha/llama3-from-scratch ⭐ 10,094
    llama3 implementation one matrix multiplication at a time

18. openai/spinningup ⭐ 9,749
    An educational resource to help anyone learn deep reinforcement learning.
    🔗 spinningup.openai.com

19. rucaibox/LLMSurvey ⭐ 9,271
    The official GitHub page for the survey paper "A Survey of Large Language Models".
    🔗 arxiv.org/abs/2303.18223

20. mooler0410/LLMsPracticalGuide ⭐ 8,863
    A curated list of practical guide resources of LLMs (LLMs Tree, Examples, Papers)
    🔗 arxiv.org/abs/2304.13712v2

21. karpathy/micrograd ⭐ 8,630
    A tiny scalar-valued autograd engine and a neural net library on top of it with PyTorch-like API

22. mrdbourke/pytorch-deep-learning ⭐ 8,520
    Materials for the Learn PyTorch for Deep Learning: Zero to Mastery course.
    🔗 learnpytorch.io

23. nielsrogge/Transformers-Tutorials ⭐ 8,256
    This repository contains demos I made with the Transformers library by HuggingFace.

24. zhanymkanov/fastapi-best-practices ⭐ 7,432
    FastAPI Best Practices and Conventions we used at our startup

25. firmai/industry-machine-learning ⭐ 7,064
    A curated list of applied machine learning and data science notebooks and libraries across different industries (by @firmai)
    🔗 www.linkedin.com/company/firmai

26. gkamradt/langchain-tutorials ⭐ 6,402
    Overview and tutorial of the LangChain Library

27. srush/GPU-Puzzles ⭐ 5,230
    Teaching beginner GPU programming in a completely interactive fashion

28. neetcode-gh/leetcode ⭐ 5,215
    Leetcode solutions for NeetCode.io

29. udacity/deep-learning-v2-pytorch ⭐ 5,211
    Projects and exercises for the latest Deep Learning ND program https://www.udacity.com/course/deep-learning-nanodegree--nd101

30. udlbook/udlbook ⭐ 4,964
    Understanding Deep Learning - Simon J.D. Prince

31. mrdbourke/tensorflow-deep-learning ⭐ 4,955
    All course materials for the Zero to Mastery Deep Learning with TensorFlow course.
    🔗 dbourke.link/ztmtfcourse

32. roboflow/notebooks ⭐ 4,448
    Examples and tutorials on using SOTA computer vision models and techniques. Learn everything from old-school ResNet, through YOLO and object-detection transformers like DETR, to the latest models like Grounding DINO and SAM.
    🔗 roboflow.com/models

33. timofurrer/awesome-asyncio ⭐ 4,446
    A curated list of awesome Python asyncio frameworks, libraries, software and resources

34. zotroneneis/machine_learning_basics ⭐ 4,236
    Plain python implementations of basic machine learning algorithms

35. huggingface/deep-rl-class ⭐ 3,681
    This repo contains the syllabus of the Hugging Face Deep Reinforcement Learning Course.

36. alirezadir/Machine-Learning-Interviews ⭐ 3,592
    This repo is meant to serve as a guide for Machine Learning/AI technical interviews.

37. promptslab/Awesome-Prompt-Engineering ⭐ 3,384
    This repository contains a hand-curated resources for Prompt Engineering with a focus on Generative Pre-trained Transformer (GPT), ChatGPT, PaLM etc
    🔗 discord.gg/m88xfymbk6

38. cosmicpython/book ⭐ 3,294
    A Book about Pythonic Application Architecture Patterns for Managing Complexity. Cosmos is the Opposite of Chaos you see. O'R. wouldn't actually let us call it "Cosmic Python" tho.
    🔗 www.cosmicpython.com

39. huggingface/diffusion-models-class ⭐ 3,278
    Materials for the Hugging Face Diffusion Models Course

40. fluentpython/example-code-2e ⭐ 3,016
    Example code for Fluent Python, 2nd edition (O'Reilly 2022)
    🔗 amzn.to/3j48u2j

41. rasbt/machine-learning-book ⭐ 2,997
    Code Repository for Machine Learning with PyTorch and Scikit-Learn
    🔗 sebastianraschka.com/books/#machine-learning-with-pytorch-and-scikit-learn

42. amanchadha/coursera-deep-learning-specialization ⭐ 2,780
    Notes, programming assignments and quizzes from all courses within the Coursera Deep Learning specialization offered by deeplearning.ai: (i) Neural Networks and Deep Learning; (ii) Improving Deep Neural Networks: Hyperparameter tuning, Regularization and Optimization; (iii) Structuring Machine Learning Projects; (iv...

43. mrdbourke/zero-to-mastery-ml ⭐ 2,677
    All course materials for the Zero to Mastery Machine Learning and Data Science course.
    🔗 dbourke.link/ztmmlcourse

44. krzjoa/awesome-python-data-science ⭐ 2,393
    Probably the best curated list of data science software in Python.
    🔗 krzjoa.github.io/awesome-python-data-science

45. cgpotts/cs224u ⭐ 2,067
    Code for CS224u: Natural Language Understanding

46. cerlymarco/MEDIUM_NoteBook ⭐ 2,037
    Repository containing notebooks of my posts on Medium

47. trananhkma/fucking-awesome-python ⭐ 1,973
    awesome-python with ⭐ and 🍴

48. gerdm/prml ⭐ 1,958
    Repository of notes, code and notebooks in Python for the book Pattern Recognition and Machine Learning by Christopher Bishop

49. atcold/NYU-DLSP21 ⭐ 1,502
    NYU Deep Learning Spring 2021
    🔗 atcold.github.io/nyu-dlsp21

50. chandlerbang/awesome-self-supervised-gnn ⭐ 1,493
    Papers about pretraining and self-supervised learning on Graph Neural Networks (GNN).

51. huggingface/cookbook ⭐ 1,416
    Community-driven practical examples of building AI applications and solving various tasks with AI using open-source tools and models.
    🔗 huggingface.co/learn/cookbook

52. patrickloeber/MLfromscratch ⭐ 1,194
    Machine Learning algorithm implementations from scratch.

53. davidadsp/Generative_Deep_Learning_2nd_Edition ⭐ 913
    The official code repository for the second edition of the O'Reilly book Generative Deep Learning: Teaching Machines to Paint, Write, Compose and Play.
    🔗 www.oreilly.com/library/view/generative-deep-learning/9781098134174

54. jackhidary/quantumcomputingbook ⭐ 776
    Companion site for the textbook Quantum Computing: An Applied Approach

55. dylanhogg/awesome-python ⭐ 263
    🐍 Hand-picked awesome Python libraries and frameworks, organised by category
    🔗 www.awesomepython.org

Template

Template tools and libraries: cookiecutter repos, generators, quick-starts.

1. tiangolo/full-stack-fastapi-template ⭐ 23,912
   Full stack, modern web application template. Using FastAPI, React, SQLModel, PostgreSQL, Docker, GitHub Actions, automatic HTTPS and more.

2. cookiecutter/cookiecutter ⭐ 21,835
   A cross-platform command-line utility that creates projects from cookiecutters (project templates), e.g. Python package projects, C projects.
   🔗 pypi.org/project/cookiecutter

3. drivendata/cookiecutter-data-science ⭐ 7,745
   A logical, reasonably standardized, but flexible project structure for doing and sharing data science work.
   🔗 cookiecutter-data-science.drivendata.org

4. buuntu/fastapi-react ⭐ 2,098
   🚀 Cookiecutter Template for FastAPI + React Projects. Using PostgreSQL, SQLAlchemy, and Docker

5. pyscaffold/pyscaffold ⭐ 2,037
   🛠 Python project template generator with batteries included
   🔗 pyscaffold.org

6. cjolowicz/cookiecutter-hypermodern-python ⭐ 1,741
   Cookiecutter template for a Python package based on the Hypermodern Python article series.
   🔗 cookiecutter-hypermodern-python.readthedocs.io

7. tezromach/python-package-template ⭐ 1,078
   🚀 Your next Python package needs a bleeding-edge project structure.

8. martinheinz/python-project-blueprint ⭐ 947
   Blueprint/Boilerplate For Python Projects

Terminal

Terminal and console tools and libraries: CLI tools, terminal based formatters, progress bars.

1. willmcgugan/rich ⭐ 47,653
   Rich is a Python library for rich text and beautiful formatting in the terminal.
   🔗 rich.readthedocs.io/en/latest

2. tqdm/tqdm ⭐ 27,706
   ⚡ A Fast, Extensible Progress Bar for Python and CLI
   🔗 tqdm.github.io

3. google/python-fire ⭐ 26,476
   Python Fire is a library for automatically generating command line interfaces (CLIs) from absolutely any Python object.

4. willmcgugan/textual ⭐ 23,843
   The lean application framework for Python. Build sophisticated user interfaces with a simple Python API. Run your apps in the terminal and a web browser.
   🔗 textual.textualize.io

5. pallets/click ⭐ 15,166
   Python composable command line interface toolkit
   🔗 click.palletsprojects.com

6. tiangolo/typer ⭐ 14,627
   Typer, build great CLIs. Easy to code. Based on Python type hints.
   🔗 typer.tiangolo.com

7. saulpw/visidata ⭐ 7,494
   A terminal spreadsheet multitool for discovering and arranging data
   🔗 visidata.org

8. manrajgrover/halo ⭐ 2,858
   💫 Beautiful spinners for terminal, IPython and Jupyter

9. urwid/urwid ⭐ 2,752
   Console user interface library for Python (official repo)
   🔗 urwid.org

10. tconbeer/harlequin ⭐ 2,744
    The SQL IDE for Your Terminal.
    🔗 harlequin.sh

11. textualize/trogon ⭐ 2,378
    Easily turn your Click CLI into a powerful terminal application

12. darrenburns/elia ⭐ 1,498
    A snappy, keyboard-centric terminal user interface for interacting with large language models. Chat with ChatGPT, Claude, Llama 3, Phi 3, Mistral, Gemma and more.

13. tmbo/questionary ⭐ 1,449
    Python library to build pretty command line user prompts ✨Easy to use multi-select lists, confirmations, free text prompts ...

14. jazzband/prettytable ⭐ 1,288
    Display tabular data in a visually appealing ASCII table format
    🔗 pypi.org/project/prettytable

15. 1j01/textual-paint ⭐ 924
    🎨 MS Paint in your terminal.
    🔗 pypi.org/project/textual-paint

Testing

Testing libraries: unit testing, load testing, acceptance testing, code coverage, browser automation, plugins.

1. mitmproxy/mitmproxy ⭐ 34,825
   An interactive TLS-capable intercepting HTTP proxy for penetration testers and software developers.
   🔗 mitmproxy.org

2. locustio/locust ⭐ 23,937
   Write scalable load tests in plain Python 🚗💨

3. pytest-dev/pytest ⭐ 11,533
   The pytest framework makes it easy to write small tests, yet scales to support complex functional testing
   🔗 pytest.org

4. microsoft/playwright-python ⭐ 10,964
   Python version of the Playwright testing and automation library.
   🔗 playwright.dev/python

5. robotframework/robotframework ⭐ 9,265
   Generic automation framework for acceptance testing and RPA
   🔗 robotframework.org

6. getmoto/moto ⭐ 7,443
   A library that allows you to easily mock out tests based on AWS infrastructure.
   🔗 docs.getmoto.org/en/latest

7. hypothesisworks/hypothesis ⭐ 7,348
   Hypothesis is a powerful, flexible, and easy to use library for property-based testing.
   🔗 hypothesis.works

8. newsapps/beeswithmachineguns ⭐ 6,404
   A utility for arming (creating) many bees (micro EC2 instances) to attack (load test) targets (web applications).
   🔗 apps.chicagotribune.com

9. seleniumbase/SeleniumBase ⭐ 4,381
   📊 Python's all-in-one framework for web crawling, scraping, testing, and reporting. Supports pytest. UC Mode provides stealth. Includes many tools.
   🔗 seleniumbase.io

10. getsentry/responses ⭐ 4,068
    A utility for mocking out the Python Requests library.

11. spulec/freezegun ⭐ 4,002
    Let your Python tests travel through time

12. codium-ai/cover-agent ⭐ 3,816
    CodiumAI Cover-Agent: An AI-Powered Tool for Automated Test Generation and Code Coverage Enhancement! 💻🤖🧪🐞
    🔗 www.codium.ai

13. tox-dev/tox ⭐ 3,560
    Command line driven CI frontend and development task automation tool.
    🔗 tox.wiki

14. behave/behave ⭐ 3,090
    BDD, Python style.
    🔗 behave.readthedocs.io/en/latest

15. nedbat/coveragepy ⭐ 2,872
    The code coverage tool for Python
    🔗 coverage.readthedocs.io

16. cobrateam/splinter ⭐ 2,692
    splinter - python test framework for web applications
    🔗 splinter.readthedocs.org/en/stable/index.html

17. kevin1024/vcrpy ⭐ 2,629
    Automatically mock your HTTP interactions to simplify and speed up testing

18. pytest-dev/pytest-testinfra ⭐ 2,333
    With Testinfra you can write unit tests in Python to test actual state of your servers configured by management tools like Salt, Ansible, Puppet, Chef and so on.
    🔗 testinfra.readthedocs.io

19. confident-ai/deepeval ⭐ 2,090
    The LLM Evaluation Framework
    🔗 docs.confident-ai.com

20. pytest-dev/pytest-mock ⭐ 1,781
    Thin-wrapper around the mock package for easier use with pytest
    🔗 pytest-mock.readthedocs.io/en/latest

21. pytest-dev/pytest-cov ⭐ 1,684
    Coverage plugin for pytest.

22. pytest-dev/pytest-xdist ⭐ 1,386
    pytest plugin for distributed testing and loop-on-failures testing modes.
    🔗 pytest-xdist.readthedocs.io

23. pytest-dev/pytest-asyncio ⭐ 1,344
    Asyncio support for pytest
    🔗 pytest-asyncio.readthedocs.io

24. taverntesting/tavern ⭐ 996
    A command-line tool and Python library and Pytest plugin for automated testing of RESTful APIs, with a simple, concise and flexible YAML-based syntax
    🔗 taverntesting.github.io

Machine Learning - Time Series

Machine learning and classical timeseries libraries: forecasting, seasonality, anomaly detection, econometrics.

1. facebook/prophet ⭐ 17,929
   Tool for producing high quality forecasts for time series data that has multiple seasonality with linear or non-linear growth.
   🔗 facebook.github.io/prophet

2. blue-yonder/tsfresh ⭐ 8,162
   Automatic extraction of relevant features from time series:
   🔗 tsfresh.readthedocs.io

3. sktime/sktime ⭐ 7,506
   A unified framework for machine learning with time series
   🔗 www.sktime.net

4. unit8co/darts ⭐ 7,467
   A python library for user-friendly forecasting and anomaly detection on time series.
   🔗 unit8co.github.io/darts

5. facebookresearch/Kats ⭐ 4,819
   Kats, a kit to analyze time series data, a lightweight, easy-to-use, generalizable, and extendable framework to perform time series analysis, from understanding the key statistics and characteristics, detecting change points and anomalies, to forecasting future trends.

6. awslabs/gluonts ⭐ 4,383
   Probabilistic time series modeling in Python
   🔗 ts.gluon.ai

7. nixtla/statsforecast ⭐ 3,652
   Lightning ⚡️ fast forecasting with statistical and econometric models.
   🔗 nixtlaverse.nixtla.io/statsforecast

8. salesforce/Merlion ⭐ 3,288
   Merlion: A Machine Learning Framework for Time Series Intelligence

9. tdameritrade/stumpy ⭐ 3,051
   STUMPY is a powerful and scalable Python library for modern time series analysis
   🔗 stumpy.readthedocs.io/en/latest

10. google-research/timesfm ⭐ 2,811
    TimesFM (Time Series Foundation Model) is a pretrained time-series foundation model developed by Google Research for time-series forecasting.
    🔗 research.google/blog/a-decoder-only-foundation-model-for-time-series-forecasting

11. rjt1990/pyflux ⭐ 2,094
    Open source time series library for Python

12. amazon-science/chronos-forecasting ⭐ 1,940
    Chronos: Pretrained (Language) Models for Probabilistic Time Series Forecasting
    🔗 arxiv.org/abs/2403.07815

13. aistream-peelout/flow-forecast ⭐ 1,934
    Deep learning PyTorch library for time series forecasting, classification, and anomaly detection (originally for flood forecasting).
    🔗 flow-forecast.atlassian.net/wiki/spaces/ff/overview

14. uber/orbit ⭐ 1,814
    A Python package for Bayesian forecasting with object-oriented design and probabilistic models under the hood.
    🔗 orbit-ml.readthedocs.io/en/stable

15. alkaline-ml/pmdarima ⭐ 1,536
    A statistical library designed to fill the void in Python's time series analysis capabilities, including the equivalent of R's auto.arima function.
    🔗 www.alkaline-ml.com/pmdarima

16. time-series-foundation-models/lag-llama ⭐ 1,051
    Lag-Llama: Towards Foundation Models for Probabilistic Time Series Forecasting

17. winedarksea/AutoTS ⭐ 1,042
    Automated Time Series Forecasting

18. autoviml/Auto_TS ⭐ 688
    Automatically build ARIMA, SARIMAX, VAR, FB Prophet and XGBoost Models on Time Series data sets with a Single Line of Code. Created by Ram Seshadri. Collaborators welcome.

19. google/temporian ⭐ 636
    Temporian is an open-source Python library for preprocessing ⚡ and feature engineering 🛠 temporal data 📈 for machine learning applications 🤖
    🔗 temporian.readthedocs.io

Typing

Typing libraries: static and run-time type checking, annotations.

1. python/mypy ⭐ 17,722
   Optional static typing for Python
   🔗 www.mypy-lang.org

2. microsoft/pyright ⭐ 12,299
   Static Type Checker for Python

3. facebook/pyre-check ⭐ 6,720
   Performant type-checking for python.
   🔗 pyre-check.org

4. python-attrs/attrs ⭐ 5,115
   Python Classes Without Boilerplate
   🔗 www.attrs.org

5. google/pytype ⭐ 4,642
   A static type analyzer for Python code
   🔗 google.github.io/pytype

6. instagram/MonkeyType ⭐ 4,576
   A Python library that generates static type annotations by collecting runtime types

7. python/typeshed ⭐ 4,134
   Collection of library stubs for Python, with static types

8. mtshiba/pylyzer ⭐ 2,062
   A fast static code analyzer & language server for Python
   🔗 mtshiba.github.io/pylyzer

9. microsoft/pylance-release ⭐ 1,663
   Fast, feature-rich language support for Python. Documentation and issues for Pylance.

10. agronholm/typeguard ⭐ 1,460
    Run-time type checker for Python

11. patrick-kidger/torchtyping ⭐ 1,345
    Type annotations and dynamic checking for a tensor's shape, dtype, names, etc.

12. robertcraigie/pyright-python ⭐ 145
    Python command line wrapper for pyright, a static type checker
    🔗 pypi.org/project/pyright

Utility

General utility libraries: miscellaneous tools, linters, code formatters, version management, package tools, documentation tools.

1. yt-dlp/yt-dlp ⭐ 73,906
   A feature-rich command-line audio/video downloader
   🔗 discord.gg/h5mncfw63r

2. home-assistant/core ⭐ 69,355
   🏡 Open source home automation that puts local control and privacy first.
   🔗 www.home-assistant.io

3. python/cpython ⭐ 60,413
   The Python programming language
   🔗 www.python.org

4. localstack/localstack ⭐ 52,613
   💻 A fully functional local AWS cloud stack. Develop and test your cloud & Serverless apps offline
   🔗 localstack.cloud

5. faif/python-patterns ⭐ 39,669
   A collection of design patterns/idioms in Python

6. mingrammer/diagrams ⭐ 35,240
   🎨 Diagram as Code for prototyping cloud system architectures
   🔗 diagrams.mingrammer.com

7. ggerganov/whisper.cpp ⭐ 32,401
   Port of OpenAI's Whisper model in C/C++

8. keon/algorithms ⭐ 23,700
   Minimal examples of data structures and algorithms in Python

9. norvig/pytudes ⭐ 22,478
   Python programs, usually short, of considerable difficulty, to perfect particular skills.

10. modularml/mojo ⭐ 21,865
    The Mojo Programming Language
    🔗 docs.modular.com/mojo

11. openai/openai-python ⭐ 20,717
    The official Python library for the OpenAI API
    🔗 pypi.org/project/openai

12. chriskiehl/Gooey ⭐ 20,432
    Turn (almost) any Python command line program into a full GUI application with one line

13. facebookresearch/audiocraft ⭐ 19,957
    Audiocraft is a library for audio processing and generation with deep learning. It features the state-of-the-art EnCodec audio compressor / tokenizer, along with MusicGen, a simple and controllable music generation LM with textual and melodic conditioning.

14. pydantic/pydantic ⭐ 19,309
    Data validation using Python type hints
    🔗 docs.pydantic.dev

15. squidfunk/mkdocs-material ⭐ 18,747
    Documentation that simply works
    🔗 squidfunk.github.io/mkdocs-material

16. micropython/micropython ⭐ 18,568
    MicroPython - a lean and efficient Python implementation for microcontrollers and constrained systems
    🔗 micropython.org

17. mkdocs/mkdocs ⭐ 18,524
    Project documentation with Markdown.
    🔗 www.mkdocs.org

18. delgan/loguru ⭐ 18,494
    Python logging made (stupidly) simple

19. rustpython/RustPython ⭐ 17,963
    A Python Interpreter written in Rust
    🔗 rustpython.github.io

20. kivy/kivy ⭐ 17,097
    Open source UI framework written in Python, running on Windows, Linux, macOS, Android and iOS
    🔗 kivy.org

21. ipython/ipython ⭐ 16,167
    Official repository for IPython itself. Other repos in the IPython organization contain things like the website, documentation builds, etc.
    🔗 ipython.readthedocs.org

22. alievk/avatarify-python ⭐ 16,136
    Avatars for Zoom, Skype and other video-conferencing apps.

23. higherorderco/Bend ⭐ 16,097
    A massively parallel, high-level programming language
    🔗 higherorderco.com

24. blakeblackshear/frigate ⭐ 15,389
    NVR with realtime local object detection for IP cameras
    🔗 frigate.video

25. zulko/moviepy ⭐ 11,979
    Video editing with Python
    🔗 zulko.github.io/moviepy

26. python-pillow/Pillow ⭐ 11,823
    The Python Imaging Library adds image processing capabilities to Python (Pillow is the friendly PIL fork)
    🔗 python-pillow.org

27. openai/triton ⭐ 11,611
    Development repository for the Triton language and compiler
    🔗 triton-lang.org

28. pyodide/pyodide ⭐ 11,573
    Pyodide is a Python distribution for the browser and Node.js based on WebAssembly
    🔗 pyodide.org/en/stable

29. dbader/schedule ⭐ 11,571
    Python job scheduling for humans.
    🔗 schedule.readthedocs.io

30. pyo3/pyo3 ⭐ 11,288
    Rust bindings for the Python interpreter
    🔗 pyo3.rs

31. paul-gauthier/aider ⭐ 11,227
    Aider is a command line tool that lets you pair program with LLMs, to edit code stored in your local git repository
    🔗 aider.chat

32. nuitka/Nuitka ⭐ 11,097
    Nuitka is a Python compiler written in Python. It's fully compatible with Python 2.6, 2.7, 3.4-3.12. You feed it your Python app, it does a lot of clever things, and spits out an executable or extension module.
    🔗 nuitka.net

33. caronc/apprise ⭐ 10,746
    Apprise - Push Notifications that work with just about every platform!
    🔗 hub.docker.com/r/caronc/apprise

34. ninja-build/ninja ⭐ 10,694
    Ninja is a small build system with a focus on speed.
    🔗 ninja-build.org

35. pytube/pytube ⭐ 10,496
    A lightweight, dependency-free Python library (and command-line utility) for downloading YouTube Videos.
    🔗 pytube.io

36. secdev/scapy ⭐ 10,204
    Scapy: the Python-based interactive packet manipulation program & library.
    🔗 scapy.net

37. magicstack/uvloop ⭐ 10,102
    Ultra fast asyncio event loop.

38. pallets/jinja ⭐ 10,025
    A very fast and expressive template engine.
    🔗 jinja.palletsprojects.com

39. asweigart/pyautogui ⭐ 9,792
    A cross-platform GUI automation Python module for human beings. Used to programmatically control the mouse & keyboard.

40. aws/serverless-application-model ⭐ 9,266
    The AWS Serverless Application Model (AWS SAM) transform is a AWS CloudFormation macro that transforms SAM templates into CloudFormation templates.
    🔗 aws.amazon.com/serverless/sam

41. cython/cython ⭐ 9,060
    The most widely used Python to C compiler
    🔗 cython.org

42. paramiko/paramiko ⭐ 8,890
    The leading native Python SSHv2 protocol library.
    🔗 paramiko.org

43. boto/boto3 ⭐ 8,779
    AWS SDK for Python
    🔗 aws.amazon.com/sdk-for-python

44. arrow-py/arrow ⭐ 8,592
    🏹 Better dates & times for Python
    🔗 arrow.readthedocs.io

45. facebookresearch/hydra ⭐ 8,313
    Hydra is a framework for elegantly configuring complex applications
    🔗 hydra.cc

46. xonsh/xonsh ⭐ 8,111
    🐚 Python-powered, cross-platform, Unix-gazing shell.
    🔗 xon.sh

47. eternnoir/pyTelegramBotAPI ⭐ 7,810
    Python Telegram bot api.

48. kellyjonbrazil/jc ⭐ 7,655
    CLI tool and python library that converts the output of popular command-line tools, file-types, and common strings to JSON, YAML, or Dictionaries. This allows piping of output to tools like jq and simplifying automation scripts.

49. py-pdf/pypdf ⭐ 7,620
    A pure-python PDF library capable of splitting, merging, cropping, and transforming the pages of PDF files
    🔗 pypdf.readthedocs.io/en/latest

50. googleapis/google-api-python-client ⭐ 7,500
    🐍 The official Python client library for Google's discovery based APIs.
    🔗 googleapis.github.io/google-api-python-client/docs

51. theskumar/python-dotenv ⭐ 7,230
    Reads key-value pairs from a .env file and can set them as environment variables. It helps in developing applications following the 12-factor principles.
    🔗 saurabh-kumar.com/python-dotenv

52. google/latexify_py ⭐ 7,084
    A library to generate LaTeX expression from Python code.

53. googlecloudplatform/python-docs-samples ⭐ 7,033
    Code samples used on cloud.google.com

54. jasonppy/VoiceCraft ⭐ 6,995
    Zero-Shot Speech Editing and Text-to-Speech in the Wild

55. marshmallow-code/marshmallow ⭐ 6,919
    A lightweight library for converting complex objects to and from simple Python datatypes.
    🔗 marshmallow.readthedocs.io

56. hugapi/hug ⭐ 6,836
    Embrace the APIs of the future. Hug aims to make developing APIs as simple as possible, but no simpler.

57. pygithub/PyGithub ⭐ 6,756
    Typed interactions with the GitHub API v3
    🔗 pygithub.readthedocs.io

58. openai/point-e ⭐ 6,370
    Point cloud diffusion for 3D model synthesis

59. pyca/cryptography ⭐ 6,363
    cryptography is a package designed to expose cryptographic primitives and recipes to Python developers.
    🔗 cryptography.io

60. gorakhargosh/watchdog ⭐ 6,332
    Python library and shell utilities to monitor filesystem events.
    🔗 packages.python.org/watchdog

61. jd/tenacity ⭐ 6,141
    Retrying library for Python
    🔗 tenacity.readthedocs.io

62. sphinx-doc/sphinx ⭐ 6,133
    The Sphinx documentation generator
    🔗 www.sphinx-doc.org

63. sdispater/pendulum ⭐ 6,108
    Python datetimes made easy
    🔗 pendulum.eustace.io

64. icloud-photos-downloader/icloud_photos_downloader ⭐ 6,105
    A command-line tool to download photos from iCloud

65. scikit-image/scikit-image ⭐ 5,917
    Image processing in Python
    🔗 scikit-image.org

66. bndr/pipreqs ⭐ 5,911
    pipreqs - Generate pip requirements.txt file based on imports of any project. Looking for maintainers to move this project forward.

67. wireservice/csvkit ⭐ 5,868
    A suite of utilities for converting to and working with CSV, the king of tabular file formats.
    🔗 csvkit.readthedocs.io

68. agronholm/apscheduler ⭐ 5,848
    Task scheduling library for Python

69. ijl/orjson ⭐ 5,707
    Fast, correct Python JSON library supporting dataclasses, datetimes, and numpy

70. timdettmers/bitsandbytes ⭐ 5,631
    Accessible large language models via k-bit quantization for PyTorch.
    🔗 huggingface.co/docs/bitsandbytes/main/en/index

71. pdfminer/pdfminer.six ⭐ 5,555
    Community maintained fork of pdfminer - we fathom PDF
    🔗 pdfminersix.readthedocs.io

72. pytransitions/transitions ⭐ 5,454
    A lightweight, object-oriented finite state machine implementation in Python with many extensions

73. buildbot/buildbot ⭐ 5,186
    Python-based continuous integration testing framework; your pull requests are more than welcome!
    🔗 www.buildbot.net

74. rsalmei/alive-progress ⭐ 5,178
    A new kind of Progress Bar, with real-time throughput, ETA, and very cool animations!

75. prompt-toolkit/ptpython ⭐ 5,081
    A better Python REPL

76. pycqa/pycodestyle ⭐ 4,992
    Simple Python style checker in one Python file
    🔗 pycodestyle.pycqa.org

77. spotify/pedalboard ⭐ 4,933
    🎛 🔊 A Python library for audio.
    🔗 spotify.github.io/pedalboard

78. jorgebastida/awslogs ⭐ 4,778
    AWS CloudWatch logs for Humans™

79. pywinauto/pywinauto ⭐ 4,699
    Windows GUI Automation with Python (based on text properties)
    🔗 pywinauto.github.io

80. tebelorg/RPA-Python ⭐ 4,643
    Python package for doing RPA

81. pytoolz/toolz ⭐ 4,547
    A functional standard library for Python.
    🔗 toolz.readthedocs.org

82. hhatto/autopep8 ⭐ 4,532
    A tool that automatically formats Python code to conform to the PEP 8 style guide.
    🔗 pypi.org/project/autopep8

83. pyinvoke/invoke ⭐ 4,292
    Pythonic task management & command execution.
    🔗 pyinvoke.org

84. bogdanp/dramatiq ⭐ 4,120
    A fast and reliable background task processing library for Python 3.
    🔗 dramatiq.io

85. evhub/coconut ⭐ 3,984
    Coconut (coconut-lang.org) is a variant of Python that adds on top of Python syntax new features for simple, elegant, Pythonic functional programming.
    🔗 coconut-lang.org

86. adafruit/circuitpython ⭐ 3,933
    CircuitPython - a Python implementation for teaching coding with microcontrollers
    🔗 circuitpython.org

87. miguelgrinberg/python-socketio ⭐ 3,825
    Python Socket.IO server and client

88. ashleve/lightning-hydra-template ⭐ 3,771
    PyTorch Lightning + Hydra. A very user-friendly template for ML experimentation. ⚡🔥⚡

89. rspeer/python-ftfy ⭐ 3,724
    Fixes mojibake and other glitches in Unicode text, after the fact.
    🔗 ftfy.readthedocs.org

90. joblib/joblib ⭐ 3,707
    Computing with Python functions.
    🔗 joblib.readthedocs.org

91. ets-labs/python-dependency-injector ⭐ 3,653
    Dependency injection framework for Python
    🔗 python-dependency-injector.ets-labs.org

92. python-markdown/markdown ⭐ 3,634
    A Python implementation of John Gruber’s Markdown with Extension support.
    🔗 python-markdown.github.io

93. zeromq/pyzmq ⭐ 3,574
    PyZMQ: Python bindings for zeromq
    🔗 zguide.zeromq.org/py:all

94. pyinfra-dev/pyinfra ⭐ 3,559
    pyinfra turns Python code into shell commands and runs them on your servers. Execute ad-hoc commands and write declarative operations. Target SSH servers, local machine and Docker containers. Fast and scales from one server to thousands.
    🔗 pyinfra.com

95. more-itertools/more-itertools ⭐ 3,542
    More routines for operating on iterables, beyond itertools
    🔗 more-itertools.rtfd.io

96. pypi/warehouse ⭐ 3,490
    The Python Package Index
    🔗 pypi.org

97. tartley/colorama ⭐ 3,459
    Simple cross-platform colored terminal text in Python

98. pydata/xarray ⭐ 3,452
    N-D labeled arrays and datasets in Python
    🔗 xarray.dev

99. osohq/oso ⭐ 3,427
    Oso is a batteries-included framework for building authorization in your application.
    🔗 docs.osohq.com

100. pyo3/maturin ⭐ 3,374
     Build and publish crates with pyo3, cffi and uniffi bindings as well as rust binaries as python packages
     🔗 maturin.rs

101. jorisschellekens/borb ⭐ 3,327
     borb is a library for reading, creating and manipulating PDF files in python.
     🔗 borbpdf.com

102. suor/funcy ⭐ 3,293
     A fancy and practical functional tools

103. blealtan/efficient-kan ⭐ 3,254
     An efficient pure-PyTorch implementation of Kolmogorov-Arnold Network (KAN).

104. pyserial/pyserial ⭐ 3,141
     Python serial port access library

105. spotify/basic-pitch ⭐ 3,068
     A lightweight yet powerful audio-to-MIDI converter with pitch bend detection
     🔗 basicpitch.io

106. camelot-dev/camelot ⭐ 2,736
     A Python library to extract tabular data from PDFs
     🔗 camelot-py.readthedocs.io

107. tox-dev/pipdeptree ⭐ 2,712
     A command line utility to display dependency tree of the installed Python packages
     🔗 pypi.python.org/pypi/pipdeptree

108. legrandin/pycryptodome ⭐ 2,712
     A self-contained cryptographic library for Python
     🔗 www.pycryptodome.org

109. liiight/notifiers ⭐ 2,614
     The easy way to send notifications
     🔗 notifiers.readthedocs.io

110. lxml/lxml ⭐ 2,595
     The lxml XML toolkit for Python
     🔗 lxml.de

111. whylabs/whylogs ⭐ 2,571
     An open-source data logging library for machine learning models and data pipelines. 📚 Provides visibility into data quality & model performance over time. 🛡️ Supports privacy-preserving data collection, ensuring safety & robustness. 📈
     🔗 whylogs.readthedocs.io

112. pexpect/pexpect ⭐ 2,546
     A Python module for controlling interactive programs in a pseudo-terminal
     🔗 pexpect.readthedocs.io

113. litl/backoff ⭐ 2,503
     Python library providing function decorators for configurable backoff and retry

114. pyston/pyston ⭐ 2,501
     A faster and highly-compatible implementation of the Python programming language.
     🔗 www.pyston.org

115. scrapinghub/dateparser ⭐ 2,477
     python parser for human readable dates

116. yaml/pyyaml ⭐ 2,456
     Canonical source repository for PyYAML

117. dosisod/refurb ⭐ 2,454
     A tool for refurbishing and modernizing Python codebases

118. cdgriffith/Box ⭐ 2,385
     Python dictionaries with advanced dot notation access
     🔗 github.com/cdgriffith/box/wiki

119. pypa/setuptools ⭐ 2,351
     Official project repository for the Setuptools build system
     🔗 pypi.org/project/setuptools

120. nschloe/tikzplotlib ⭐ 2,339
     📊 Save matplotlib figures as TikZ/PGFplots for smooth integration into LaTeX.

121. hgrecco/pint ⭐ 2,304
     Operate and manipulate physical quantities in Python
     🔗 pint.readthedocs.org

122. dateutil/dateutil ⭐ 2,265
     Useful extensions to the standard Python datetime features

123. grantjenks/python-diskcache ⭐ 2,210
     Python disk-backed cache (Django-compatible). Faster than Redis and Memcached. Pure-Python.
     🔗 www.grantjenks.com/docs/diskcache

124. pndurette/gTTS ⭐ 2,173
     Python library and CLI tool to interface with Google Translate's text-to-speech API
     🔗 gtts.readthedocs.org

125. kiminewt/pyshark ⭐ 2,155
     Python wrapper for tshark, allowing python packet parsing using wireshark dissectors

126. ianmiell/shutit ⭐ 2,147
     Automation framework for programmers
     🔗 ianmiell.github.io/shutit

127. pyparsing/pyparsing ⭐ 2,130
     Python library for creating PEG parsers

128. libaudioflux/audioFlux ⭐ 2,081
     A library for audio and music analysis, feature extraction.
     🔗 audioflux.top

129. astanin/python-tabulate ⭐ 2,016
     Pretty-print tabular data in Python, a library and a command-line utility. Repository migrated from bitbucket.org/astanin/python-tabulate.
     🔗 pypi.org/project/tabulate

130. google/gin-config ⭐ 2,009
     Gin provides a lightweight configuration framework for Python

131. grahamdumpleton/wrapt ⭐ 1,997
     A Python module for decorators, wrappers and monkey patching.

132. pyfilesystem/pyfilesystem2 ⭐ 1,961
     Python's Filesystem abstraction layer
     🔗 www.pyfilesystem.org

133. jcrist/msgspec ⭐ 1,959
     A fast serialization and validation library, with builtin support for JSON, MessagePack, YAML, and TOML
     🔗 jcristharif.com/msgspec

134. nateshmbhat/pyttsx3 ⭐ 1,958
     Offline Text To Speech synthesis for python

135. landscapeio/prospector ⭐ 1,914
     Inspects Python source files and provides information about type and location of classes, methods etc

136. python-rope/rope ⭐ 1,867
     a python refactoring library

137. julienpalard/Pipe ⭐ 1,863
     A Python library to use infix notation in Python

138. numba/llvmlite ⭐ 1,854
     A lightweight LLVM python binding for writing JIT compilers
     🔗 llvmlite.pydata.org

139. chaostoolkit/chaostoolkit ⭐ 1,847
     Chaos Engineering Toolkit & Orchestration for Developers
     🔗 chaostoolkit.org

140. omry/omegaconf ⭐ 1,843
     Flexible Python configuration system. The last one you will ever need.

141. mitmproxy/pdoc ⭐ 1,840
     API Documentation for Python Projects
     🔗 pdoc.dev

142. carpedm20/emoji ⭐ 1,840
     emoji terminal output for Python

143. joowani/binarytree ⭐ 1,808
     Python Library for Studying Binary Trees
     🔗 binarytree.readthedocs.io

144. pydoit/doit ⭐ 1,802
     task management & automation tool
     🔗 pydoit.org

145. rhettbull/osxphotos ⭐ 1,786
     Python app to work with pictures and associated metadata from Apple Photos on macOS. Also includes a package to provide programmatic access to the Photos library, pictures, and metadata.

146. pygments/pygments ⭐ 1,742
     Pygments is a generic syntax highlighter written in Python
     🔗 pygments.org

147. kalliope-project/kalliope ⭐ 1,709
     Kalliope is a framework that will help you to create your own personal assistant.
     🔗 kalliope-project.github.io

148. konradhalas/dacite ⭐ 1,677
     Simple creation of data classes from dictionaries.

149. home-assistant/supervisor ⭐ 1,663
     🏡 Home Assistant Supervisor
     🔗 home-assistant.io/hassio

150. open-telemetry/opentelemetry-python ⭐ 1,644
     OpenTelemetry Python API and SDK
     🔗 opentelemetry.io

151. samuelcolvin/watchfiles ⭐ 1,644
     Simple, modern and fast file watching and code reload in python.
     🔗 watchfiles.helpmanual.io

152. p0dalirius/Coercer ⭐ 1,621
     A python script to automatically coerce a Windows server to authenticate on an arbitrary machine through 12 methods.
     🔗 podalirius.net

153. rubik/radon ⭐ 1,609
     Various code metrics for Python code
     🔗 radon.readthedocs.org

154. mkdocstrings/mkdocstrings ⭐ 1,605
     📘 Automatic documentation from sources, for MkDocs.
     🔗 mkdocstrings.github.io

155. hbldh/bleak ⭐ 1,586
     A cross platform Bluetooth Low Energy Client for Python using asyncio

156. facebookincubator/Bowler ⭐ 1,521
     Safe code refactoring for modern Python.
     🔗 pybowler.io

157. pydantic/logfire ⭐ 1,482
     Uncomplicated Observability for Python and beyond! 🪵🔥
     🔗 docs.pydantic.dev/logfire

158. nficano/python-lambda ⭐ 1,482
     A toolkit for developing and deploying serverless Python code in AWS Lambda.

159. quodlibet/mutagen ⭐ 1,458
     Python module for handling audio metadata
     🔗 mutagen.readthedocs.io

160. instagram/LibCST ⭐ 1,447
     A concrete syntax tree parser and serializer library for Python that preserves many aspects of Python's abstract syntax tree
     🔗 libcst.readthedocs.io

161. fabiocaccamo/python-benedict ⭐ 1,436
     📘 dict subclass with keylist/keypath support, built-in I/O operations (base64, csv, html, ini, json, pickle, plist, query-string, toml, xls, xml, yaml), s3 support and many utilities.

162. aws-samples/aws-glue-samples ⭐ 1,403
     AWS Glue code samples

163. lcompilers/lpython ⭐ 1,360
     Python compiler
     🔗 lpython.org

164. pycqa/pyflakes ⭐ 1,342
     A simple program which checks Python source files for errors
     🔗 pypi.org/project/pyflakes

165. lidatong/dataclasses-json ⭐ 1,323
     Easily serialize Data Classes to and from JSON

166. ossf/criticality_score ⭐ 1,288
     Gives criticality score for an open source project

167. brandon-rhodes/python-patterns ⭐ 1,275
     Source code behind the python-patterns.guide site by Brandon Rhodes

168. aio-libs/yarl ⭐ 1,254
     Yet another URL library
     🔗 yarl.aio-libs.org

169. oracle/graalpython ⭐ 1,143
     A Python 3 implementation built on GraalVM

170. pdoc3/pdoc ⭐ 1,104
     🐍 ➡️ 📜 Auto-generate API documentation for Python projects
     🔗 pdoc3.github.io/pdoc

171. c4urself/bump2version ⭐ 1,047
     Version-bump your software with a single command
     🔗 pypi.python.org/pypi/bump2version

172. pyo3/rust-numpy ⭐ 1,036
     PyO3-based Rust bindings of the NumPy C-API

173. metachris/logzero ⭐ 1,029
     Robust and effective logging for Python 2 and 3.
     🔗 logzero.readthedocs.io

174. anthropics/anthropic-sdk-python ⭐ 979
     SDK providing access to Anthropic's safety-first language model APIs

175. pyfpdf/fpdf2 ⭐ 974
     Simple PDF generation for Python
     🔗 py-pdf.github.io/fpdf2

176. fsspec/filesystem_spec ⭐ 925
     A specification that python filesystems should adhere to.

177. milvus-io/pymilvus ⭐ 920
     Python SDK for Milvus.

178. fastai/fastcore ⭐ 902
     Python supercharged for the fastai library
     🔗 fastcore.fast.ai

179. lastmile-ai/aiconfig ⭐ 878
     AIConfig saves prompts, models and model parameters as source control friendly configs. This allows you to iterate on prompts and model parameters separately from your application code.
     🔗 aiconfig.lastmileai.dev

180. alex-sherman/unsync ⭐ 871
     Unsynchronize asyncio

181. pypy/pypy ⭐ 799
     PyPy is a very fast and compliant implementation of the Python language.
     🔗 pypy.org

182. samuelcolvin/dirty-equals ⭐ 776
     Doing dirty (but extremely useful) things with equals.
     🔗 dirty-equals.helpmanual.io

183. barracuda-fsh/pyobd ⭐ 757
     An OBD-II compliant car diagnostic tool

184. pypa/build ⭐ 681
     A simple, correct Python build frontend
     🔗 build.pypa.io

185. instagram/Fixit ⭐ 655
     Advanced Python linting framework with auto-fixes and hierarchical configuration that makes it easy to write custom in-repo lint rules.
     🔗 fixit.rtfd.io/en/latest

186. qdrant/qdrant-client ⭐ 649
     Python client for Qdrant vector search engine
     🔗 qdrant.tech

187. open-telemetry/opentelemetry-python-contrib ⭐ 633
     OpenTelemetry instrumentation for Python modules
     🔗 opentelemetry.io

188. gefyrahq/gefyra ⭐ 633
     Blazingly-fast 🚀, rock-solid, local application development ➡️ with Kubernetes.
     🔗 gefyra.dev

189. modal-labs/modal-examples ⭐ 616
     Examples of programs built using Modal
     🔗 modal.com/docs

190. methexis-inc/terminal-copilot ⭐ 566
     A smart terminal assistant that helps you find the right command.

191. platformdirs/platformdirs ⭐ 520
     A small Python module for determining appropriate platform-specific dirs, e.g. a "user data dir".
     🔗 platformdirs.readthedocs.io

192. fastai/ghapi ⭐ 520
     A delightful and complete interface to GitHub's amazing API
     🔗 ghapi.fast.ai

193. argoproj-labs/hera ⭐ 511
     Hera is an Argo Python SDK. Hera aims to make construction and submission of various Argo Project resources easy and accessible to everyone! Hera abstracts away low-level setup details while still maintaining a consistent vocabulary with Argo. ⭐️ Remember to star!
     🔗 hera.rtfd.io

194. steamship-core/steamship-langchain ⭐ 505
     steamship-langchain

195. google/pyglove ⭐ 320
     Manipulating Python Programs

Vizualisation

Vizualisation tools and libraries. Application frameworks, 2D/3D plotting, dashboards, WebGL.

1. apache/superset ⭐ 59,905
   Apache Superset is a Data Visualization and Data Exploration Platform
   🔗 superset.apache.org

2. streamlit/streamlit ⭐ 32,669
   Streamlit — A faster way to build and share data apps.
   🔗 streamlit.io

3. gradio-app/gradio ⭐ 30,132
   Build and share delightful machine learning apps, all in Python. 🌟 Star to support our work!
   🔗 www.gradio.app

4. plotly/dash ⭐ 20,713
   Data Apps & Dashboards for Python. No JavaScript Required.
   🔗 plotly.com/dash

5. matplotlib/matplotlib ⭐ 19,528
   matplotlib: plotting with Python
   🔗 matplotlib.org/stable

6. bokeh/bokeh ⭐ 18,944
   Interactive Data Visualization in the browser, from Python
   🔗 bokeh.org

7. plotly/plotly.py ⭐ 15,509
   The interactive graphing library for Python ✨ This project now includes Plotly Express!
   🔗 plotly.com/python

8. mwaskom/seaborn ⭐ 12,071
   Statistical data visualization in Python
   🔗 seaborn.pydata.org

9. visgl/deck.gl ⭐ 11,817
   WebGL2 powered visualization framework
   🔗 deck.gl

10. marceloprates/prettymaps ⭐ 10,934
    A small set of Python functions to draw pretty maps from OpenStreetMap data. Based on osmnx, matplotlib and shapely libraries.

11. altair-viz/altair ⭐ 9,002
    Declarative statistical visualization library for Python
    🔗 altair-viz.github.io

12. nvidia/TensorRT-LLM ⭐ 7,086
    TensorRT-LLM provides users with an easy-to-use Python API to define Large Language Models (LLMs) and build TensorRT engines that contain state-of-the-art optimizations to perform inference efficiently on NVIDIA GPUs. TensorRT-LLM also contains components to create Python and C++ runtimes that execute those TensorRT...
    🔗 nvidia.github.io/tensorrt-llm

13. lux-org/lux ⭐ 5,046
    Automatically visualize your pandas dataframe via a single print! 📊 💡

14. renpy/renpy ⭐ 4,652
    The Ren'Py Visual Novel Engine
    🔗 www.renpy.org

15. man-group/dtale ⭐ 4,595
    Visualizer for pandas data structures
    🔗 alphatechadmin.pythonanywhere.com

16. holoviz/panel ⭐ 4,335
    Panel: The powerful data exploration & web app framework for Python
    🔗 panel.holoviz.org

17. has2k1/plotnine ⭐ 3,870
    A Grammar of Graphics for Python
    🔗 plotnine.org

18. residentmario/missingno ⭐ 3,837
    missingno provides a small toolset of flexible and easy-to-use missing data visualizations and utilities that allows you to get a quick visual summary of the completeness (or lack thereof) of your dataset.

19. pyqtgraph/pyqtgraph ⭐ 3,730
    Fast data visualization and GUI tools for scientific / engineering applications
    🔗 www.pyqtgraph.org

20. vispy/vispy ⭐ 3,241
    Main repository for Vispy
    🔗 vispy.org

21. ml-tooling/opyrator ⭐ 3,027
    🪄 Turns your machine learning code into microservices with web API, interactive GUI, and more.
    🔗 opyrator-playground.mltooling.org

22. netflix/flamescope ⭐ 2,993
    FlameScope is a visualization tool for exploring different time ranges as Flame Graphs.

23. facebookresearch/hiplot ⭐ 2,706
    HiPlot makes understanding high dimensional data easy
    🔗 facebookresearch.github.io/hiplot

24. holoviz/holoviews ⭐ 2,647
    With Holoviews, your data visualizes itself.
    🔗 holoviews.org

25. kozea/pygal ⭐ 2,611
    pygal is a dynamic SVG charting library written in python.
    🔗 www.pygal.org

26. mckinsey/vizro ⭐ 2,443
    Vizro is a toolkit for creating modular data visualization applications.
    🔗 vizro.readthedocs.io/en/stable

27. pyvista/pyvista ⭐ 2,416
    3D plotting and mesh analysis through a streamlined interface for the Visualization Toolkit (VTK)
    🔗 docs.pyvista.org

28. marcomusy/vedo ⭐ 1,961
    A python module for scientific analysis of 3D data based on VTK and Numpy
    🔗 vedo.embl.es

29. datapane/datapane ⭐ 1,357
    Build and share data reports in 100% Python
    🔗 datapane.com

30. facultyai/dash-bootstrap-components ⭐ 1,071
    Bootstrap components for Plotly Dash
    🔗 dash-bootstrap-components.opensource.faculty.ai

31. nomic-ai/deepscatter ⭐ 988
    Zoomable, animated scatterplots in the browser that scales over a billion points

32. hazyresearch/meerkat ⭐ 814
    Creative interactive views of any dataset.

33. holoviz/holoviz ⭐ 804
    High-level tools to simplify visualization in Python.
    🔗 holoviz.org

Web

Web related frameworks and libraries: webapp servers, WSGI, ASGI, asyncio, HTTP, REST, user management.

1. django/django ⭐ 77,471
   The Web framework for perfectionists with deadlines.
   🔗 www.djangoproject.com

2. tiangolo/fastapi ⭐ 72,380
   FastAPI framework, high performance, easy to learn, fast to code, ready for production
   🔗 fastapi.tiangolo.com

3. pallets/flask ⭐ 66,760
   The Python micro framework for building web applications.
   🔗 flask.palletsprojects.com

4. sherlock-project/sherlock ⭐ 52,121
   Hunt down social media accounts by username across social networks
   🔗 sherlockproject.xyz

5. psf/requests ⭐ 51,622
   A simple, yet elegant, HTTP library.
   🔗 requests.readthedocs.io/en/latest

6. tornadoweb/tornado ⭐ 21,578
   Tornado is a Python web framework and asynchronous networking library, originally developed at FriendFeed.
   🔗 www.tornadoweb.org

7. huge-success/sanic ⭐ 17,816
   Accelerate your web app development | Build fast. Run fast.
   🔗 sanic.dev

8. pyscript/pyscript ⭐ 17,517
   A framework that allows users to create rich Python applications in the browser using HTML's interface and the power of Pyodide, WASM, and modern web technologies.
   🔗 pyscript.net

9. wagtail/wagtail ⭐ 17,434
   A Django content management system focused on flexibility and user experience
   🔗 wagtail.org

10. reflex-dev/reflex ⭐ 17,394
    🕸️ Web apps in pure Python 🐍
    🔗 reflex.dev

11. aio-libs/aiohttp ⭐ 14,694
    Asynchronous HTTP client/server framework for asyncio and Python
    🔗 docs.aiohttp.org

12. encode/httpx ⭐ 12,566
    A next generation HTTP client for Python. 🦋
    🔗 www.python-httpx.org

13. getpelican/pelican ⭐ 12,330
    Static site generator that supports Markdown and reST syntax. Powered by Python.
    🔗 getpelican.com

14. vincigit00/Scrapegraph-ai ⭐ 11,283
    ScrapeGraphAI is a web scraping python library that uses LLM and direct graph logic to create scraping pipelines for websites and local documents
    🔗 scrapegraph-ai.readthedocs.io/en/latest

15. aws/chalice ⭐ 10,486
    Python Serverless Microframework for AWS

16. flet-dev/flet ⭐ 9,685
    Flet enables developers to easily build realtime web, mobile and desktop apps in Python. No frontend experience required.
    🔗 flet.dev

17. encode/starlette ⭐ 9,676
    The little ASGI framework that shines. 🌟
    🔗 www.starlette.io

18. benoitc/gunicorn ⭐ 9,591
    gunicorn 'Green Unicorn' is a WSGI HTTP Server for UNIX, fast clients and sleepy applications.
    🔗 www.gunicorn.org

19. falconry/falcon ⭐ 9,421
    The no-magic web data plane API and microservices framework for Python developers, with a focus on reliability, correctness, and performance at scale.
    🔗 falcon.readthedocs.io/en/stable

20. bottlepy/bottle ⭐ 8,320
    bottle.py is a fast and simple micro-framework for python web-applications.
    🔗 bottlepy.org

21. encode/uvicorn ⭐ 8,043
    An ASGI web server, for Python. 🦄
    🔗 www.uvicorn.org

22. graphql-python/graphene ⭐ 8,003
    GraphQL framework for Python
    🔗 graphene-python.org

23. zauberzeug/nicegui ⭐ 7,900
    Create web-based user interfaces with Python. The nice way.
    🔗 nicegui.io

24. reactive-python/reactpy ⭐ 7,706
    ReactPy is a library for building user interfaces in Python without Javascript
    🔗 reactpy.dev

25. pyeve/eve ⭐ 6,669
    REST API framework designed for human beings
    🔗 python-eve.org

26. pallets/werkzeug ⭐ 6,564
    The comprehensive WSGI web application library.
    🔗 werkzeug.palletsprojects.com

27. vitalik/django-ninja ⭐ 6,449
    💨 Fast, Async-ready, Openapi, type hints based framework for building APIs
    🔗 django-ninja.dev

28. webpy/webpy ⭐ 5,877
    web.py is a web framework for python that is as simple as it is powerful.
    🔗 webpy.org

29. stephenmcd/mezzanine ⭐ 4,731
    CMS framework for Django
    🔗 mezzanine.jupo.org

30. nameko/nameko ⭐ 4,667
    A microservices framework for Python that lets service developers concentrate on application logic and encourages testability.
    🔗 www.nameko.io

31. starlite-api/litestar ⭐ 4,621
    Production-ready, Light, Flexible and Extensible ASGI API framework | Effortlessly Build Performant APIs
    🔗 litestar.dev

32. pywebio/PyWebIO ⭐ 4,388
    Write interactive web app in script way.
    🔗 pywebio.readthedocs.io

33. fastapi-users/fastapi-users ⭐ 4,200
    Ready-to-use and customizable users management for FastAPI
    🔗 fastapi-users.github.io/fastapi-users

34. pylons/pyramid ⭐ 3,911
    Pyramid - A Python web framework
    🔗 trypyramid.com

35. h2oai/wave ⭐ 3,884
    H2O Wave is a software stack for building beautiful, low-latency, realtime, browser-based applications and dashboards entirely in Python/R without using HTML, Javascript, or CSS.
    🔗 wave.h2o.ai

36. strawberry-graphql/strawberry ⭐ 3,823
    A GraphQL library for Python that leverages type annotations 🍓
    🔗 strawberry.rocks

37. websocket-client/websocket-client ⭐ 3,495
    WebSocket client for Python
    🔗 github.com/websocket-client/websocket-client

38. unbit/uwsgi ⭐ 3,421
    uWSGI application server container
    🔗 projects.unbit.it/uwsgi

39. pallets/quart ⭐ 2,708
    An async Python micro framework for building web applications.
    🔗 quart.palletsprojects.com

40. fastapi-admin/fastapi-admin ⭐ 2,635
    A fast admin dashboard based on FastAPI and TortoiseORM with tabler ui, inspired by Django admin
    🔗 fastapi-admin-docs.long2ice.io

41. flipkart-incubator/Astra ⭐ 2,441
    Automated Security Testing For REST API's

42. masoniteframework/masonite ⭐ 2,162
    The Modern And Developer Centric Python Web Framework. Be sure to read the documentation and join the Discord channel for questions: https://discord.gg/TwKeFahmPZ
    🔗 docs.masoniteproject.com

43. dot-agent/nextpy ⭐ 2,142
    🤖Self-Modifying Framework from the Future 🔮 World's First AMS
    🔗 dotagent.ai

44. python-restx/flask-restx ⭐ 2,097
    Fork of Flask-RESTPlus: Fully featured framework for fast, easy and documented API development with Flask
    🔗 flask-restx.readthedocs.io/en/latest

45. cherrypy/cherrypy ⭐ 1,797
    CherryPy is a pythonic, object-oriented HTTP framework. https://cherrypy.dev
    🔗 docs.cherrypy.dev

46. dmontagu/fastapi-utils ⭐ 1,786
    Reusable utilities for FastAPI: a number of utilities to help reduce boilerplate and reuse common functionality across projects

47. neoteroi/BlackSheep ⭐ 1,771
    Fast ASGI web framework for Python
    🔗 www.neoteroi.dev/blacksheep

48. s3rius/FastAPI-template ⭐ 1,738
    Feature rich robust FastAPI template.

49. jordaneremieff/mangum ⭐ 1,633
    AWS Lambda support for ASGI applications
    🔗 mangum.io

50. wtforms/wtforms ⭐ 1,478
    A flexible forms validation and rendering library for Python.
    🔗 wtforms.readthedocs.io

51. awtkns/fastapi-crudrouter ⭐ 1,334
    A dynamic FastAPI router that automatically creates CRUD routes for your models
    🔗 fastapi-crudrouter.awtkns.com

52. magicstack/httptools ⭐ 1,174
    Fast HTTP parser

53. long2ice/fastapi-cache ⭐ 1,171
    fastapi-cache is a tool to cache fastapi response and function result, with backends support redis and memcached.
    🔗 github.com/long2ice/fastapi-cache

54. rstudio/py-shiny ⭐ 1,057
    Shiny for Python
    🔗 shiny.posit.co/py

55. whitphx/stlite ⭐ 1,048
    A port of Streamlit to WebAssembly, powered by Pyodide.
    🔗 edit.share.stlite.net

56. koxudaxi/fastapi-code-generator ⭐ 937
    This code generator creates FastAPI app from an openapi file.

57. aeternalis-ingenium/FastAPI-Backend-Template ⭐ 577
    A backend project template with FastAPI, PostgreSQL with asynchronous SQLAlchemy 2.0, Alembic for asynchronous database migration, and Docker.

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Interactive version: www.awesomepython.org, Hugging Face Dataset: awesome-python

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1,505 hand-picked awesome Python libraries and frameworks, updated 11 Jun 2024